{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The autoreload extension is already loaded. To reload it, use:\n",
      "  %reload_ext autoreload\n"
     ]
    }
   ],
   "source": [
    "# Import packages\n",
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "%matplotlib inline\n",
    "import os\n",
    "import copy\n",
    "\n",
    "import numpy as np\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from astropy.io import fits\n",
    "from astropy.table import Table, Column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "filter_path = '/Users/jiaxuanli/Research/HSC_Dragonfly_DECaLS/Filters/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "from sedpy import observate\n",
    "hsc = {\n",
    "    'name': 'HSC',\n",
    "    'filters':\n",
    "    observate.load_filters(['hsc_g', 'hsc_r2', 'hsc_i2'],\n",
    "                           directory=f\"{filter_path}/hsc_responses_all_rev3/\")\n",
    "}\n",
    "\n",
    "decals = {\n",
    "    'name': 'DES',\n",
    "    'filters':\n",
    "    observate.load_filters(['des_g', 'des_r', 'des_z'],\n",
    "                           directory=f\"{filter_path}/decals_responses/\")\n",
    "}\n",
    "\n",
    "sdss = {\n",
    "    'name': 'SDSS',\n",
    "    'filters':\n",
    "    observate.load_filters(['sdss_g0', 'sdss_r0', 'sdss_i0'])\n",
    "}\n",
    "#filter_dragonfly = observate.load_filters(['dragonfly_g', 'dragonfly_r'], directory=\"./dragonfly_responses/\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i, filt in enumerate(hsc['filters']):\n",
    "    plt.plot(filt.wavelength, filt.transmission / max(filt.transmission), \n",
    "             label=list('gri')[i], linestyle='-')\n",
    "    \n",
    "for i, filt in enumerate(decals['filters']):\n",
    "    plt.plot(filt.wavelength, filt.transmission / max(filt.transmission),\n",
    "             label=list('grz')[i], linestyle='--')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Import Gunn-Stryker spectrums"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "spec_cat = Table.read(f'{filter_path}/GunnStryker/gsspectype.ascii', format='ascii.no_header')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, '$\\\\lambda/\\\\mathrm{\\\\AA}$')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAELCAYAAAAiIMZEAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAC5nUlEQVR4nOz9d3hTZ573j7+OmnvvNu42NtUGjOkdQiCBkErapE06yezs7M7s7Ow+u79nru+zO2UzJZsyyZAeCEmAhF5MaA5gU1ywscG9914l29L5/eGcO5Jlg41tAkSv6+LClmTpSDrnfX/uT5VkWcaGDRs2bNxeqH7oA7Bhw4YNG2OPTdxt2LBh4zbEJu42bNiwcRtiE3cbNmzYuA2xibsNGzZs3IZofugDAPD29pbDwsJ+6MOwYcOGjVuKCxcuNMiy7DPYfTeFuIeFhXH+/Pkf+jBs2LBh45ZCkqTSoe6zuWVs2LBh4zbEJu42bNiwcRtiE3cbNmzYuA2xibsNGzZs3IbYxN2GDRs2bkNs4m7Dhg0btyE2cbdhw4aN2xCbuNuwYcPGONHc3ExaWho/RGv1m6KIyYYNGzZuNzo7O3n99dcB8PPzIygo6Ia+vs1yt2HDho1xoLq6Wvzc3t5+w1/fJu5jyOXLl3nttdfo7e39oQ/Fhg0bPzC1tbXiZ5u43+Ls27ePjo4O6uvrf+hDsWHDxg9MfX09Tk5OSJJkE/dbGVmW6e7uBqCxsfEHPhobNmz80NTV1eHv74+TkxMdHR03/PVt4j5GlJaWYjQaAWhqavqBj8aGDRs/JLIsU19fj4+PD87OzjZxv5UpKysTP3d1df2AR2LDho0bxVDXeltbG319fXh5eeHi4mJzy9zK1NbW4unpiYeHh3DP2LBh4/alqKiIP/7xj+Tk5Fjdp+zevby8bJb7rU5XVxfOzs44OjraLHcbNn4E5OfnA3DgwAFMJhMAJpOJiooKysvLAfD09MTFxYXOzk76+vpu6PHZxH2M6OrqwtHREQcHh0HFvbq6+gfZmtmwYWP0yLJMXl6eiKsBVFVVAdDR0UFlZSUAmZmZvPfeexw7dgwAV1dX/P39kWXZIu/9RmAT9zFCEXdHR8dB3TLvvvsuf/rTn36QMmQbNmyMjqKiIj777DMyMjIA6Ovro7KykhkzZgDw/vvvk5ycLEReQZIkUZk68L7xxibuY4Asy0LcdTodPT09Fvebi70tk8aGjVsPxa+u/F9eXo7RaCQmJgYvLy8Ajh49Sm1tLSEhIaxYsYK1a9cC/da7i4uLTdxvRXp6ejCZTDg4OKDVai0qVPPy8igsLBS/3+itmQ0bNkaHLMtcuXIFSZIoLi6mu7ubgoICVCoV4eHhPPbYYyQkJABQUVGBn58fCxcuZPbs2eI5AgMDqampuaHHbRP3MUAJlGg0GiHusixjMpn47LPP2LFjh3iszXK3YePWoquri87OTiIiIpBlmYaGBgoLCwkODkan0+Hh4cHSpUvF4/39/a2ew93dndbW1hvqlrWJ+xigBFnUajVarRboF/zW1larxzY3Nw96uw0bNm4OmpqaeOuttygoKAAQ12toaCgAhYWF1NbWMnHiRPE3Tk5OPPnkk8TFxRETE2P1nG5ubvT29qLX62/AO+jHJu5jgJIGZS7uvb29Vm0IAgICyMjI4C9/+QsGg+GGH6cNGzauzY4dO6ivrxfB05aWFgDCwsIASE5OBmDq1KkWfxcWFsaGDRtwcnKyek5XV1eAG2rY2cR9DDC33HU6HdAv7gMLF1xcXMTPtv4zNmzcfMiyLLo5VlRUAN8Lsre3N87OzphMJsLCwoRgDwc3Nzegv3L1RmET9zFAEXeVSmVhuZtb5xMmTCAkJET83tDQcGMP0oYNG9ekp6cHo9GIm5sbra2two2q1Wqxt7dHkiQAC5fMcFDE/UZa7rZJTGOAueWufPk9PT1C3H/5y18iSRJ2dna4urqyc+dOm7jbsHETouy2J02aREpKCpWVlbS2tuLu7m7RujcqKmpEz+vs7IxKpbK5ZW41BguoKpa7Wq0WlasqlYpp06bh4eFhc8vYsHET0tnZCfT7z1UqFTU1NbS2tgrL+4EHHmDSpEl4e3uP6HklScLV1dVmud9qDBVQNRgM2NnZWT3e29vbJu42bNyEKOLu6uqKj48PNTU1NDU1MWHCBACmTJnClClTruu5vby8rFKhL126hK+vLz4+PqM78EGwWe5jgLnPXaPpXy/7+vro6ekZVNxdXV1tfWZs2LgJUcTd2dkZf39/iouLMRgMeHp6jvq5PT09aWxsFLnuRqORnTt3kpmZOernHgybuI8B5m4ZtVoN9Iv7UJa70n9GsfgVGhsbSU9PH/Q1uru7SUlJsWptYMOGjbFD8bk7OjoSEBAgrtGxEHcvLy8MBoNYQBobGzGZTPj5+Y36uQfDJu5jgLm4K5a70WjEYDCI1EhznJyckGXZqqDhjTfeYPfu3ciyTGNjI5cuXRKr/KFDhzh06BCXLl0a53djw8aPl87OThwcHFCr1SKvHcZO3OH7NGgl5dIm7jcx5j53c8vdaDQKsTfH0dER+H4LCFiUJff09JCUlMT27du5cOECLS0t1NXVAYhtnVJYYcOGjbGjs7NTFCH5+vqK293d3Uf93IOJu0qlErePNbaA6hgwlOVuNBqF2JujnDzmfd/NA6wGg0FsDw8ePGjRQ/rUqVNUVFRQWlrKxo0biY2NHfs3ZMPGjxRzcZckCR8fH+rr6wc10kaKm5sbKpXKQtx9fHwG1Yix4JqWuyRJwZIkHZMkKUeSpEuSJP3Dd7d7SpKUJElS/nf/e3x3uyRJ0uuSJBVIknRRkqSZ43LkNxHmAdWBlvtgX5x5FStAWloab775pri/pKSEzs5OIiMjLYRdOcFKS0vF39mwYWP0KDtnc3EHePbZZ/nlL385Jq+hUqnw9PSkqamJ+vp6CgsLiYiIGJPnHvT1hvGYPuCfZFmeDMwFNkmSNBn4NfCNLMvRwDff/Q6wBoj+7t/zwNtjftQ3GUNZ7iaTCZXK+iNWCp0Ud86ePXss7v/qq69oaWmx2BYCJCQkMHfuXPG7rQGZDRujp6Ghgd/+9rfk5+dbibtOpxNu1LHAy8uLxsZGjhw5gk6nY+HChWP23AO5prjLslwty3Ladz+3A7lAEHAP8NF3D/sI2PDdz/cAH8v9pADukiQFjPWB30wMli1zNbeMIvgDs2Xs7e0tfjfvRaPRaEhMTLRoYVBXV0d6erptupMNG6NAGcCRm5uLXq8ftPHXWOHl5UV9fT15eXksXLhwTBeOgYwooCpJUhgwA0gF/GRZViZP1ABKyDcIKDf7s4rvbhv4XM9LknRekqTz9fX1Iz3umwrzgKokSahUKvr6+oa03JXbBoqyeWZNTEwMcXFxImL/m9/8Bg8PD8LCwvDz8xNtRXfv3s327dttAm/DxnWiDNFQ2oU4OzuP22spwVMXFxfmzJkzbq8DIwioSpLkDOwAfi7LcpviWgCQZVmWJGlE6iLL8rvAuwAJCQm3tDKZ+9yh38q+HstdITg4mIcffhiARx55hJ6eHuHKcXBw4MUXX6S3t5fPP/+cwsJCcnJyRP8LGzZsDB9ZlikpKQG+H3g9npa7kva4fPlyUc0+XgxL3CVJ0tIv7FtkWd753c21kiQFyLJc/Z3bpe672yuBYLM/n/Ddbbct5m4Z5X8loHo1y32guE+YMAFPT0+L8Vw6nW7QXHmtVsvjjz9OeXk577//PrW1tTZxt2FjhBgMBjHjWEkvHk9xDwoK4uWXXx5xb5rrYTjZMhLwHpAry/KfzO7aDTz53c9PArvMbn/iu6yZuUCrmfvmtkRxiSjWtWK5m0ymYVnuyt+tWbOGFStWjKhPtJ+fHyqViqSkJNF/2oYNG8NDSTk2v07H0y0D4OPjg7nnY7wYjs99AfATYLkkSRnf/VsL/A5YJUlSPrDyu98B9gNFQAHwd+DlsT/smwtFpBXRVqvVwi0zHMtdlmUWLVp0XSeVTqcjKCiIxsZG3nvvvet9CzZs/ChRejwpjcFgfC33G8k13TKyLH8LDLXMrBjk8TKwaZTHdUsxmOV+tTx3c3EfuDBcD6tWreL999+/7r+3YePHirm4l5aW4uDgMKgb9FbEVqE6BsiybLHNUnzusiwPW9xHU6UWHBzMvHnzOHfunNWx2LDxY6e3t5fs7Gy8vb0JDg62uE9xy8yZMwdXV9frbud7M2LrLTMGmEwmK3FXqk+vVcQ0FpY79Pe+6Ovrs+hXY8OGDcjPz2f37t28//77FhXf0G+5a7VanJ2dSUxMvG1cMmAT9+tGlmWam5vFz+birOS5w+AWubnlPjDT5npRMmVsDcVs2LDEfHaCYvzo9XouX75MR0cHLi4ut+Vu1ybu18m5c+d4/fXXqa6utrLcVSqVsNxvhM8dwMPDA0AsODZs2OjHfDerCP358+f5/PPPKS0ttagEv52wift1UlRUBPRbyoNZ7ldzy4yH5a7MeLRZ7jZsWKL41eF7cVeqUtvb28dlxN3NgE3crxNFlDUajVUQcyRumbGy3HU6HQ4ODrS1tY3qeWzY+KFRuiaOFV1dXaKHiyLuyqAMgPDw8DF7rZsJm7hfJ4p4q1Sqq7plrhZQlWV5zMQd+mez2sTdxq3Onj172L1795g9X0dHB35+fkiSRHt7O729vRbzE25XcbelQl4nirhnZ2dbFStdy+cuSRKSJI2pWwZs4m7j1keWZWpqagadPXy9dHZ24unpibOzM+3t7dTX1yPLMlOmTMHFxQUHB4cxe62bCZu4jxBZlpFlWYh7RkYGYFmybO6WGcoiVyz+sbTcXVxcRPMjc1pbW4VP3oaNm5mOjg70er2oExlNFktxcTGSJIke7S4uLnR0dIikg0WLFo3b/NKbAZu4j5Avv/ySiooKqyq2gW4ZpWp1KItcEfextNydnJzo6uqyuCguXrzIV199xU9+8pNxnfpiw8ZYoPja+/r66OnpGZUF//HHH4ufnZyccHZ2prW1VQy5ud0NHpvPfYTk5ubS3t5ulXI40C2jMJTlMR6Wu5OTE7Isiy530O82Avj666+tCjhs2LjZMA+kjmVBnrOzM46OjnR1ddHa2opOpxtT18/NiE3cx4iBlvtgP5szHuKuZASYXxRKamR7eztXrlwZ9WvYsDGe1NXViZ9HI+6KW1QhNDRUiHtbWxtubm63ZeGSOTZxv04GnhhDCfq1xH2s3TLQn/oF/fGBlpYWJk+eDPS7lL755hvS0tLo6ekZ9evZsDHW1NfXC5fnaMTdvCoV+ov8HB0dMRqN1NfX3/YuGbCJ+5hhLvZDWfHmjIflrkT9u7u7kWWZN954g97eXkJCQli/fj0A3377LXv27GH79u2jfj0bNsYSWZapr68nNDQU+N5IuR7Ms8aUcXbKzraxsXFEMxNuVWwB1etk4BSl63HLyLI8ppa7Mrart7eX1tZWmpqaAAgICCAkJAQXFxe2bNkCMOikdxs2fkiUTJmwsDBxfl4viribTz0yH0Zts9xtDMnAgdQ3Q0DVXNwrK7+fbBgU1D+fPCoqin//93/n0UcfBb4vwbZh42ZA8bcHBARgZ2dn0TZgpCji7urqKq5Bc3H39PQcxZHeGtjEfYwYqeWuFDGNl7grPsef//znFrsCtVotps5UV9/W0w9t3GIUFhaiUqnw9/fHzs5uVHGhlpYW7OzsLDJizMX9Rsww/aGxifsomDRpkhDOmyGgai7unZ2dSJI0qG/RwcGBgIAAzp8/T2Fh4ahf14aN0WIymcjOziYqKgoHBwcxzex6KSkpsRidB5bi7uXldd3PfatgE/dRoFKphCiP1HJXTt6xtNw1mv4QiiLuTk5OQ7qFVq5ciclkYuvWraPa/tqwMRbU1NTQ3t4uJiFptdrrFvfW1lYaGhqIjIy0uN3e3l78rBhCtzM2cR8FKpVKiPJIxd3Ozg6DwTCm4i5JEhqNxkLchyIiIoJ7770Xk8lk0SHPho0fAuUcVKxt5Ty+HgoKCoD+GJM5t3te+0Bs2TKjQJIkIcojDaja2dnR1tY2puIO/RZJb28ver3+mg2RlD7WJ0+eJDw8fMyOwYaNkVJTU4NWqxVDZ0bjliksLMTV1XVQv/qKFSt+FP52sFnuI2KwDBlFvEdqudvb26PX68dF3Pv6+ujt7b3m1tPJyQlPT0/Kyso4d+7cmLy+DRvXQ11dHb6+vuI6ul63jNFopKioiMjIyEENq4ULFxIbGzvq470VsIn7CBjYm2U4lvu13DLKgjFWW0bFch+OuEuSxKZNm/D19eXSpUtj8vo2bFwPtbW1Fh0ar9ctU11djcFgsPK3/xixifsIGFi4NFqf+3hZ7sMVd+V1w8LCqKmpsXp/NmzcCHp6euju7rbIPb9et4yS3jswU+bHiE3cR8BAy3004m5vb48syxgMhqs+bqSo1WqMRiN9fX0ie+Za+Pv709vbS1lZ2Zgcgw0bI0HJ1jKfiXC94l5TU4ODg8OPor3AtbCJ+wgYrOXAaAKqgGjPO1biruTPD9dyh/58fWdnZw4ePGib5GTjhqOIu3l2l7IDHSk1NTX4+/v/6DJjBsMm7iNgLC13RXgVy32sTkZzcR+u5W5vb8/06dOpra3lz3/+M7t27aKhoWFMjseGjWsxVpa7ktZ7O09XGgk2cR8BV7PcRyruSlvTsXbLKPNbZVkeUaHGsmXLRBAqIyODixcv2oZ72LghXE3cB2aoXY329naMRuOPJtXxWtjEfQRczXIfabbMeFruSk+OkYi7RqNh7dq14vfk5GT+v//v/7Nl0dgYdzo6OpAkyaI9gFarRZblEQX5zZuF2bCJ+4i4nmyZoUTb3HKXJGlMxV1ZMEZaYq0UkJhz/vx56urqbMM9bIwbSjW1+XVj3kpjuPxYZqMOF5u4j4DrCaheyy2j1+vHtDLUXNyH63NXkCSJp59+munTp4vbSkpKePvtt9m6deuYHaMNG+Z0dHRYuGTg+3N3JH53m+VuiU3cR8BY5rmbu2XGMrJv7pYZqbgDhISEMHPmTABmzJghbi8tLeXEiRMUFhZy4cIFampq+P3vf28x89KGjethMHFXro+RivuPYfD1cLH1lhkB4+WWGWvLXeF62wiHhobys5/9DA8PD1atWkVdXR0ffvghx48ft3psamoq69atu97DtWGD5uZmAgICLG67HrdMW1ubxXCOHzvXVBVJkt6XJKlOkqRss9v+f5IkVUqSlPHdv7Vm9/2rJEkFkiRdkSRp9Xgd+A/BwMj9aPLczXuvj5e4j+Z5Ff+7g4MDISEhzJs3b9DHpaen8+2337J161bhDrJhY7h0d3dbVafC9bllWltbbf52M4Zz9X8I3DnI7X+WZTn+u3/7ASRJmgw8DEz57m/ekiRp9FMobhKux3IfCsVyH/i3o2UsLPeBSJLEihUrxO9hYWEAPProo8iyzDfffEN+fj579+4lNTWVt956y6pHvNFopLm5eUyOx8btg3JODBT363HLdHZ2Wrl3fsxc0y0jy/JJSZLChvl89wDbZFk2AMWSJBUAicCZ6z/Em4eriftILWblb00m001puQ9ErVbz8MMP4+DggJ+fH01NTQQEBPDQQw/x7bff4u3tzcWLF8nO7t/gff755zz55JPCAjt//jyHDh3ipz/9qZjpasOGMsR9YKbW9bhl9Hq9zd9uxmiu/lckSbr4ndtG+WaCgHKzx1R8d5sVkiQ9L0nSeUmSztfX14/iMG4cg7llFKv7ekRVOYFvBXEHiImJISQkBDs7O+EjnTRpEs899xz33HOPmHTj6upKRUUFu3fvFp9ZRUUFsiyzb98+W4MyGwLFch9K3IdruSt9msynLf3Yud6r/20gEogHqoHXRvoEsiy/K8tygizLCcrQiJudsbTcYfzFfazcMsN93fj4eADi4uJYvnw5WVlZJCcnA/3d+pycnKiurrb1jrchaGhowNnZ2cJNCZYxqeGgZIjZxP17ritbRpZlMZdNkqS/A3u/+7USCDZ76ITvbrstuJ72A1dDEffx8rnf6MlKd9xxB9OmTcPX1xe1Wk1DQwPHjh3DxcWFxsZGli5dSllZGceOHWPy5Mm4uLjc0OOzcXMhyzKlpaUEBwdb3TdSy12v1wPY3DJmXNfVL0mSed7SvYCSSbMbeFiSJDtJksKBaODs6A7x5qCsrMyqkMdmuVsiSRKBgYFoNBokSWLdunUEBweze/duAAICArjrrrswGo289957NDY23tDjs3Fz0dLSQmtrqwjQmzNSn7si7jbL/XuGkwr5Gf0B0RhJkiokSfop8AdJkrIkSboILAP+EUCW5UvAF0AOcBDYJMvybdF9avv27Va33ezi/kPPRNVoNGzcuJHIyEgWLVpEdHQ0np6ePPnkkxgMBvbv3z+ixlC3O11dXT+qdNLS0lIAwsPDre5T2hG0tLQM67ls4m7NcLJlHhnk5veu8vj/B/y/0RzUzUh7e7vVbcPJc78at5tbZjCcnJx4/PHHLW6bMGECy5Yt48CBA2zevJnly5fbxqIBf/zjH/Hy8uKVV175oQ/lhqC0CxiYBgn9u04fH59hV0Ari6LNLfM9P/zVfwtjPiD7ZrTcb7RbZiTMnj2bDRs20NXVxfbt239UFutgKEL3Y3JVVVRUANaxLAVfX19qa2sHvW8gNsvdGpu4jwJz8bwZxf1msNyHQpIk4uLieOCBB9Dr9SQlJf2o+8cXFRUBY7uLu9lR3vNgu2LoF/e2tjaysrKu+Vw2cbfm5r36bwFG2glyID9mcVcICgpi9uzZXLhwgfPnz//Qh/ODofiff0zl88pi3tnZOej9SrHbzp07uVYtjM0tY83Nf/XfxJhb7jdjKuTN7JYxZ+3atfj6+pKbm/tDH8oPRnV1NcBt5Z4ymUzDmgMwlLiHhYWJeE1mZuZVn0Ov16PRaK6rE+rtik3cR8HN7nO/FSx3hZiYGMrKyqx60vwYMBqNwjI1GAy3TQZRUlIS//3f/83HH3/MlStXLO4zd8ENJe6SJBEZGUlUVJTV3w/E1nrAmlvn6r8JGa1bRrGsx1KEzXcBt4rlDjBt2jQkSeLrr7/+QdsTdHd33/CpU/X19ZhMJvz9/TGZTFct3Onp6eHYsWPs2bOHbdu2WVj65eXl7N+/H5PJxLlz5zhw4ADd3d034i0I2traxOeXkpICQHFxMXv37rVYtMxTHK+1oLu5uV3zfdhaD1hj28OMgpvdLXMrWe4+Pj6sXbuWvXv3cvToUVauXHnDj0GWZf7whz8QFBTEs88+e8Net6amBujvo19TU4Nerx90ROKZM2c4ceKEhaCnpKSwZMkSAHbs2EFrayvV1dUiE8XDw4O5c+fegHcB+/bt4/z580RERHDPPfcAMHHiRJydnUlLSyM1NZU5c+YgSZJoGAZDW+4KOp3umgtuW1vbLVPxbDKZaGlpoby8nPr6eqZNm4afn9+Yv45N3EfBUOJpc8tcH7NmzaK8vJyUlBTmz59vMTB5vOnp6SE1NRWAyspKfvvb3/Lss88SGBg47q9dX1+PWq0Wr2UwGKyEqr6+niNHjuDn58eqVasIDw/n888/58yZMyQmJlJWViZmiFZUVBAfH09lZSWXL18ec3E3mUykpKSg1+tZvnw5ADk5OZw/fx6NRkNRURF79/Z3JFm6dCk+Pj60trZy6NAhnJyc0Ol0FBcXA/3n6HDEvbe396odVFtbWwcthrpZUIZ9q9Vq9u3bR1paGmq1GqPRiCRJ4yLut9bVf5MxlNtjpOI+lkGgoXYTtwrz5s3DaDSSkZFxQ1/3+PHjHD16VPwuyzKXLl26Ia/d0NCAl5cXDg4OQP/c2rfeeouvv/5aWOBKQPGxxx4TIrZ06VIMBgNvvvkm27ZtA/q7dC5btox169YxadIkSktLh3Rp1NfXc/To0SGtYpPJxKlTp0QOvkJ6ejpJSUkkJycLF1p6ejru7u78y7/8C4GBgeTn5wP9DcA0Gg2PPvooEyZMYOfOnWzbtk0spK6ursMSdxi6FYHJZKK9vR0XFxeSkpLETuhmoKuri8OHD/PnP/+Zjz76iKysLNLS0oD+uMPChQvHbWdlE/dRcDNa7reSn30w/Pz8CA8P58iRI/z5z39m586d455BYjKZRC61+YV2o/LuGxoa8Pb2FgHB4uJi6uvruXTpEgcOHAD6XTe+vr44OTmJv/Pz8yMhIUGI46xZs9iwYQOLFy9GpVKJVMKGhgar16ypqeGtt94iOTmZy5cvD3pcFy9e5MiRIxw7dszidqVnP/TnqOv1eoqKipg8eTIajYYHHnhA7DyUDCiVSsXGjRuFC0nBycmJjo4O8vLyLFw15iifi/l50NvbK8S+o6MDWZZRqVScPn2aTz/9dNDn+SFISkrizJkztLe3U15ezs6dOy3uj4yMtPhOxxKbuA+DobIXhhLl4VrM4+Fzv9XFHeDhhx9m3rx5hISEkJ2dzRtvvMGhQ4euaeFdLzk5OXR0dPDggw9aTJy6EZOj+vr6aG5uxsvLSwQElQBjTEyMOIaamhr8/f2t/n7t2rWsX7+eTZs2cffdd1u0zvXy8gKsq15lWebrr78WoqLk2CvU1NRw+PBhkpKSAEQmj8lk4q9//SslJSWin39zczNffvklJpOJKVOmAP1+/gkTJgD9n62Cs7MzS5cuZfHixeI2d3d3mpqa+Oyzz/jf//3fq37m5juMP/zhD/zpT38CEO4opRiqs7NzREM+xpqmpiYuX75MYWEhGRkZxMXF8dRTTwH9O5nf/OY34vMZ7DsdK2w+92EwlLgPJaSKWPv6+l71eW3iPjg6nY5Vq1YBEBERwdmzZ0lNTSU9PZ2EhASWLl163a6s2tpaXF1dcXBwICkpiYsXL6LX6wkICCA2NhaVSsVvfvMbduzYIS7S+vp6Zs+ePabZGFlZWTQ0NBASEoIsyxaWuyLu3t7eXLp0icbGRjo7Owf1y0qSxIwZMwZ9DXd3d1QqlZW419bWUltby1133UVeXh5lZWXiPpPJxPbt28XfREREUFxcTFdXF319fSLLZenSpXz22WcUFBRQVFTEsmXLLOITikgP1vjL/H2Eh4dbuL+Ki4utBncoOwVzce/r6xNZRYq4m+9QiouLmThx4qCfy3BpbW0lPz+fWbNmXfUaVVoX29nZ4eHhwXvvvUdXVxcqlQpfX1/Wrl2LTqdj06ZN2Nvbo9VqmTZtGs7OzuOa4WMT92EwVGre1dwpzz777KANkcwZj4KL20HczZkxYwYzZsygvr6e48ePCx/wQCt1OLS2tvK3v/0NtVrNE088QUpKCoGBgfj5+TF//nzxfWq1Wjw8PLhy5Qo7duygr6+PhoYG7r33XvFcer2ezMxM4uLiRnyB6vV6i+25VqslJCREPI9igSpDbI4fPw4grOXholar8fDwsBL37OxsVCoVkydPxmAwkJ+fT2NjI15eXly+fJnGxkbmz5/P5MmTkSSJzZs388EHH7Bu3ToAHnnkEUJDQwHEwhAREWHxGoq4D5bW6e3tLX6OjIxEo9Gg1Wrp7u628u/D9wtEXV0dW7Zs4ZFHLHsZKuLe2NjI1KlTuXTpEpWVlaMSd1mW2bFjB+Xl5YSEhAxpqFVWVrJr1y6rCtqIiAi8vLxYtGiROE/N33diYiKJiYnXfXzDwSbuw2Ao36tarR5yRR/OnFCb5T58fHx8ePDBBzlx4gTHjx+nurqaZ555RgQhh4MSxDMajXzwwQdIksT999+Pu7u71WMVl0ZfXx8+Pj7k5OSwdu1a7OzsMJlMfPjhh9TW1nLlyhV+8pOfXPM7lGWZ3t5e9u3bJ3zLGzZsQK/XEx0djbu7u9gh9vb2otFohAWbnZ3N5MmTCQkJGfZ7NX8fjY2NfPbZZ3R2dnLPPfdQUFBAaGgojo6OxMXFcezYMc6cOcPdd99NcXExOp2OFStWiMVu9erVHDx4kPLy/gmarq6u2NnZYW9vL24z/wy7u7sxGAxotVp6e3uRZdni8/Hx8SEwMJCamhrc3NyYN28eDg4OnDp1yqLPjOKLV8S9oKCArq4uqxhBXV0dzs7OdHR04OvrS11dnaj4vR5yc3PJzc0V7y0vL29IcT9y5AidnZ1ERETQ29tLeXk5CQkJ3HXXXdf9+mOFzec+DK7Hch8JNnEfPkuWLOGxxx6jqamJXbt2XbOas7Gxkddee43GxkZyc3OJiYlh9uzZACxYsGBQYYf+UYEJCQnExcWxbt06+vr62Lp1K3q9noqKCmpra4mKiqK4uNjKZ52TkyMWEoBjx46xefNmzp8/z8WLF2lubmb16tXExcUxZ84cscOTJElYeVqt1uLY1qxZc13niZ+fH3V1deTl5VFZWcm5c+eora0VC4WzszPTp08nIyODzs5OysvLCQ4Otji3FTdKSUkJ0C/u8H0fHLVabREUVKx2Zecx0DiSJAkvLy9cXV2RJInly5czb948XF1dheXe1dXFn//8Z/bs2SP+TsmCUTKIFKqqqsRi7OHhQWBgIFVVVddV6Zufn88XX3xBVlYWERER+Pn5cenSJbZv387FixctdhZVVVWUlJSI9M/W1lbuuuuuq9ZotLW1sWvXLlFsVldXJ5qejTU2y30YDGW5m18A13MijUeZ+e0u7gBRUVGsWLGCpKQkXn/9daZMmUJHRwfLly/HaDTi7u4uhLC0tJSOjg5ycnJoaWkhISGB2bNnExYWRmxs7JCvodVqhfUlyzJr1qzhwIEDQgRVKhXr16/n9ddfJysrCw8PDz799FPmzZsnBMnHxwdfX19OnjwJ9IuBv78/zz///JBCrdVq6enpQaPRiF2JVqvF2dn5uj6riIgIMcfWwcFBzK813wXMnz+f9PR0Tp48SW1tLZMmTbJ4DmXxKS0ttTguf39/EcMwfz+KAHp5eVFVVUVfX5+VC1JJXTTHxcVFuFjS09OtjCrFvWQu7gaDgYaGBhGYVIK5GRkZJCcnWwRvB9LR0UFaWhr+/v5MnDiRtrY2vvrqKzw9PUlISGDKlClcunSJw4cPU1NTI2IDr776Kr29vXz55Zc4ODjQ1tZGSEgIZWVluLi4kJmZSUlJCSaTCV9fX9zc3CgoKGDWrFkcPHhQvA+TyURGRgYzZswYF0vfJu7XwGQy8dprg8//Hq2QKuJus9wtaWhoQKfTCQtxMObOnYvBYODs2bOcOnUKgEuXLtHX10dQUBDNzc1MmDBBLMxKnnhgYCA6nY7JkycP+3gkSSIxMZGLFy+KHOXg4GBcXFyIiYkhLS1N3G5uaZ46dUrMB12wYAGVlZXMnTv3qt+3Tqejs7MTrVaLJEk899xzV/0crsWECRPQarXY2dkxY8YMIfRKtgb0+4JjYmI4e7Z/ImZUVJTFc7i4uKBWq+nt7cXT01Mcf1RUFJmZmVZZTIq4K26l3t5eq7hEW1ubVQzB1dVVuEIyMjIICQnBz8/PaqC6ubGluF+UY/Dw8MDf31/M6rW3t2fGjBlcunSJuLg4cex9fX188skn1NXVoVareemll9i9ezd9fX088sgjeHt7s3//fs6dO8d9993HmTNnxGtt377dwu3j4uLCxo0b2bx5M1988YXFoqT0xNFoNMKddPfdd7N3714uXLhASEgIS5cuZTywifs1uFrZs7nlPhqBton798iyzJtvvgnAr371qyF96iqVimXLljFt2jSysrKYNGkSn376KbIsU1nZP5M9Ly9PPF6xlkYalDQnISGBXbt2AQhLa+3atXh6epKcnExkZCQuLi7ExsZSUlJCamoqVVVVREVFDbudgrlbBhh1haxGoyExMRE7OzumTJlCbW0tCQkJVsHo+fPnc+XKFUJDQ63iRZIk4eHhQUNDg8VCo0zPGvgdtbe3o1KphFtpYFBVlmXa2tqIiYmxuN3FxYXu7m7a29tpaGhgxYoVLFiwgEWLFom0x4Eolr5S8erg4IAkSdxzzz00Nzdz/vx56urquHDhAi4uLuKY09PTqaur46677iIpKYnNmzej1+u599578fb2RpZlsajU19dTXV1NYmIi586dsxD2efPmsXjxYuzt7XniiSc4ePAgzc3N1NXVoVKpWLNmDQ4ODmg0GrZt24ZWq2X69OmigvfOO+8ctzx3m7hfg6sVspgL6fW4WJQLbCzL7G91cTefvPOHP/yBOXPmsHr16iEXQG9vb5YtW0ZJSQmdnZ1MnDiRmpoaent7rSozAwICsLe3FxWhI11Up02bJsR9+vTpQP93t3z5cubMmYO9vb34/LVarSjRnzVr1rBfQzknxjKTynxhGZhpohASEsIdd9xhlfWioJyj5sOsHRwcePDBB62Cje3t7Tg7O4sFaqC4t7e309fXZ9W7Xlk4FAs3ICAASZJwcXFBpVINGvsy94FHRkZadGmNjIzk+PHjYgGorKwUgc/S0lJcXV1JSEhApVKxZ88e4uPjmT59Oh0dHRbpmcnJyahUKpYuXYqLiwtpaWm4uroSFxdnkYbq7u7Oww8/DMD+/ftRqVQkJCQA/Tri7OxMSEgIWq2WjRs3UlFRMSpj41rYxP0aXK1D32gt7kmTJnHnnXcyc+bMUT2PObequPf09NDS0iKsbcU1kJqaek3/OPS7XXQ6HQ888ACNjY1s3rxZ3KcIw1133cWxY8c4efIky5cvZ9GiRSM6RrVazQsvvEB3d7eV5TvQ+goNDSU2NpbQ0FArC/VqDLTcbyTz5s0b8r61a9fS0NBg5c4azL3V1taGq6vrkOKuBGYVl5WCsktRhraYF/hoNBqLXbTSTEzZpT366KNW7iTF9aT83aVLl8jMzBTZSsqxx8fH093dzaxZs2hvb+ftt9+mu7ubkJAQenp6qKmpITY2FgcHBxYuXMjChQuH/JwU1q5da/G7Wq3m2WefFd9vbGzsNc/p0WIT92twrRL06Ohozp07Z3WiDgdJkpgzZ871Htqg3Iri3tjYyDvvvCN8s0FBQTz22GOYTCbeeustjh07NuSFUFBQwLfffktpaSkzZsxAq9Xi7+/P+vXr2bdvHz09PZhMJl599VXc3Nx4773+2e4nTpwgPj5+xJ0Eh1tRqFar2bhx44ieG35Ycb8afn5+w25u1dbWhp+fn9h9DKwWLS4uxt7e3uqz9PHxwd7enrq6OlxdXS0WTDs7Owtx9/b2pqqqShR8+fj4WBlb5i6t6dOnc/HiRYsCKT8/P9HEy2Qy0dHRQXNzM729vTz88MNER0dTU1NDZWUlcXFxw3rvV+NGT9myifs1MLc65syZQ0JCAl9//bWwGKKjo/n3f//3m0ZUb5bjGC6yLLN7927xu16vFxeSSqVi5syZJCUl0dHRYZUx0t7ezo4dO0QqWXx8vLhv+vTpTJs2jaKiIj799FPa2tqQJAlZllm4cCHffvstaWlpLF68+KZqsDYebpkbieJPj4qKEu9hoOVeVlZGWFiYVSqx4oLR6/VWOwJ7e3uLHHhF3Lu6ugDrnRP0u42WLVtGaGgozs7OohdPfX09n3/+OXq93mK0o9J/ftWqVWK3FRgYeEM6g44Ht+YZdAMxPzFdXV3x9vbmiSeeECcV3FyCejMdC/QPkEhLS2P9+vUYjUZaW1txcHAQPtyysjLKyspYu3YtfX19nDhxgqlTp4q/V7bWFRUVREVFUVFRQWhoKJIkkZqaisFgYMaMGTQ1NVntniRJEguC+fcVHh5OdXU1x48f58KFC6xdu3bct8jDRbHYbzbLfbgYDAZ6e3txcXEZUtzb29uHrB5dunQpmZmZopWwgoODA25ubvT19dHZ2Sl2XMrCPtTnZZ4KOX/+fKC/wPCZZ57hzTffJDY2VjSLO3r0KD4+Pjes//14YxP3a6C4ZaZMmSJcKDqdbsSl7zeKm03cP/30U3p6eli5ciXHjx8XltKqVauYP38+58+fx8HBgfj4eDQaDbNmzbL4bJWA0+effy6KXBYuXMj8+fNJS0sjNjaW9evXD/n6Sgped3e3EBlXV1fuuOMOsrKyyM/P5/PPP2fWrFksWrToBx9Qfatb7krw0t3dfVCfu9LNcagMkcmTJw/qx7e3t6enp4d58+bx1VdfiUXfYDBcVzFheno6RqORNWvWiEDu008/PeLnuZm5Nc+gG4hyYiYkJNx0wjkYN9uADuUza29vp6KiAn9/fyRJ4sKFC8ybN4+6ujqRQQBYLZparRZvb28aGhpEVobiUtHr9VctUoHv0/S6u7uF9e7m5oZWq2XFihXMmjWLLVu2kJ6ezuXLl3niiSdwcHAQueE32mWjvP9b4VwbDKVVgJub26A+dyUffaQZYnZ2dhgMBuFuU/LhTSbTde1yiouLCQwMHFUNwc2OTdyvgWK53yqWlCJGSvvVHxpFpFpbW6mvr2fOnDn4+Piwa9cuKioqaG1tFU2ohuKxxx7DaDTi5eWFyWTi888/p7S0lNWrV18zwKnValGr1aLfiSLcCu7u7mzatImamhreeecd3n77bXGfp6cnzzzzDPn5+QQEBIzLtJzBjne86OzsJDk5GW9vb5GiN9aYW+5K6qK55X41H/nVUMQd+s9x8x7z5tdmXV0dnp6eVtdrZ2eneE0ly+Zq2UG3A7eGYv2AKCfmrWRJ/frXv75pfLbK51ZQUIDRaMTf319MEiouLsZgMAzZ30XB/H6VSsUjjzxi1YxqKCRJwsHBAb1eT3t7+5BuF39/f9asWUN5eTm+vr7o9XpOnz7N//zP/wD9FvU///M/j/vnqojSeAwJN+95c602ttdLS0uL6DWj1BmYi7u55V5bW8u5c+dYu3btNXecdnZ26PV68b2bD9VWvpPOzk7efvtt1Go1K1asYM6cOahUKnJzc/nyyy957rnnCAgIoLCwEJPJdFOP5RsLbq49/E2IcmLeKpY79F8IP7R7pre3l61btwpLTvG1+/n5iTmaRUVFwPWliI1EmOzt7UXl49VSHxMTE7n//vtZtGgRq1atEv1X3N3d6enp4e233x60Je1Yonxv49F3yLxA7Gr1G6OhtbUVNzc3JEka1Odubrnv2LGDCxcuWLUkHkhXV5eYQarspM2bbSmuLOV8MhqNHD58WPx+9uxZZFkmNTWVkpISDh48iLOzs03cf+woJ9OtZLnfDJSWloo5mp6enqJ/uLe3t+gKqHRTHO8gpoODg/C5j8QdcN9997Fx40Z+9rOf8fjjj9PW1mY1cm6sURat8Rb3q7XVGA2tra1ipzWYz10Rd0dHR7E7udaCuXnzZk6fPg18L+rm4q4MOSkqKsLOzo4NGzagVqvZsmULZ8+epaSkBK1WS2ZmJh999BFtbW3ExcX94AbQeHPrmKM/ELei5X4zYN5/Y/r06SxatMjiYvLy8hKPuZZbZrQ4ODjQ2tpKV1fXiPq/u7m5iYUnMjKSxMREzpw5Q0BAAImJiRiNRjo7O8c0KDde4i7LMrW1taKys6enZ1x6mrS0tIg0R0mSUKvVVm4ZlUqFnZ2dMJiuNc7Q/H6DwYCdnZ3FcyrfaVlZGeHh4cTFxdHW1sbRo0fFDNr777+fpqYmPDw80Gq111V0eKthU6xrcKsFVH8IduzYgSRJLFmyhG+//ZaVK1dy9OhRcb+zs7OVlaS0kVWpVOPWOEnBwcGBiooK+vr6RtXHZ/ny5TQ1NXHgwAHy8/OprKzEYDDwyiuvWFQ+jqbb53iJe0tLC729vURERFBUVDQuM0aVHHTznZhGo7Fyyzg5OYmCMhhc3PV6PVqt1sp9ZDAYrHoGKUVGHR0dREdHA7Bo0SI0Gg2HDx9Gq9USHR1921vqA7Ep1jVQtq83S4DyZkOWZTHjsri4mI6ODjIyMiweM5hLS+k8eNddd417uqGDg4NwB4zEch+IRqPhwQcf5ODBgxQXFxMeHk5OTg5ZWVnMnz+fixcv4ubmJgZyPP300yN+b0pjrrEodzfHfC5rUVHRuLhlzDNlFAaKe0dHh1jMlYrTgXNWZVnm7bffprOz06r9h8FgsDqfPDw8xG7EvIpZ8akHBQX96IQdbOJ+Tdrb27Gzs7OJ+xAMHIum4OrqyrJly9i1a9egIwcnTpzIv/7rv96QYjDzXuKj7cCpVqstBit88MEHHDt2jOTkZCsrs7i4mJCQEGpqaggMDLymwJSUlGBvb89//ud/juoYB0PJUlGEdzzE3TzHXUGxvo1GIyUlJaIFck9Pj/CbD7Tc29vbrfzwyiIx2NQif39/8f7Mxd3Pzw9fX98RNW67nbimuEuS9D5wN1Any/LU727zBD4HwoAS4CFZlpulfjPlr8BaoAt4SpbltPE59BvDYD1NbHyP0mNnIM899xzOzs4WAxIGcqOqfM2/v7Fsrwz9lbbZ2dn09fURERHBiRMnqKurw9HRkV27dglLOSAggJ/+9KdDBuaNRiMfffQRwLiKu+I+uhGWe35+vqhITUtLY//+/UC/JW1uFDQ0NFBaWkptbS3x8fFUVVUBiJTX1NRUent7qaioENOszPH19RXnobmLT5IkXnrppTF/n7cKw7HcPwTeAD42u+3XwDeyLP9OkqRff/f7vwBrgOjv/s0B3v7u/1sWm7hfnYKCAuzs7Jg/f77IJFm5cqX4zG6GplzKLE8YnVtmMCZMmGAx1Sg6OprW1lYaGhr4/PPPaWtrIywsjJKSEs6ePTtk4UxhYeGYHtdAFLeUIrzj4XNXLPfU1FRaW1vJzc0F+vsC1dXVicdNmDBBLATKsXz44YdAv4Xe0tKCJEmEh4ej1WqJiYnhiy++APqrkwf2AVKpVGLXaLtWv+eajihZlk8CTQNuvgf46LufPwI2mN3+sdxPCuAuSdL4daO/AdjEvb8PtnnnxitXrnD06FHq6+spLCwkICCAadOmifsXLFjwQxzmkHh7e4ufx9pyH4jSLiE2NpYnnniCTZs28cQTTxAdHS0+s8HIyckBvg80jzWdnZ3odDrx/sfacjeZTGK2aUpKCrm5uaxYsQKtVktbW5uF60WSJBoaGgZ9nqqqKqqqqvD19bVwhZp/b+aZWEuWLCE9PV2I/4/9WjXneqMMfrIsK59wDaDUZQcB5WaPq/juNiskSXpekqTzkiSdH+qEvxlQpsr8mNm+fTvp6en09vZy5MgRtm3bRnJyMm+99Ratra14e3tbZIvcbJgLw1hb7lcjPDxc5PWvX78enU7H7t27rapPZVkWlvt45Z8rWSqKYI7163z99ddi1N2UKVN46qmnSExMFDsEZdFzcHDgnXfeESmK5oSFhVFdXU1VVZVVm11zd4u51b906VJRdQvjv3jfSow6hCz35zONOG9LluV3ZVlOkGU5wXzbfDPR09Mj2pfa6B8dpgyjNkfp3PjSSy/xyiuv3OjDGhE/VDGas7Mzq1atoqKigtdee83Cgq+rq6Ojo0O0STAajRbW6VjQ2dmJo6OjiHOM1i1z5swZvvzyS6B/xmhWVpa4r6WlhYKCAv77v/8b6He16PV6GhoauPPOO60W2LCwMO6//34CAgKoqqqiu7vbStyVvxn4t9XV1RbFWbZiw++5XnGvVdwt3/2vONQqAfPqgAnf3XZLogR9fqyW+/nz5/nqq6/E7wNTHBWU/uu+vr54eXndiEMbMYsXLx5Wubler+fkyZP88Y9/pLKykt7e3jEr1Y+Li+Ohhx4C+msDCgoK6OzstLB4+/r6SElJ4d133xXl8wo9PT2Ul5dz8OBBkpKSLPzY10JpnKVWq1GpVPT09NDc3HzNSWPmuwxZltm6dSv79+/n8OHD5OTk0NLSwltvvSUeExwcTGVlJd9++624zVxw8/LyWLJkifjdy8sLOzs7pk6dKto9gPVgcEXUB1rmZWVlQH+V6o/1Oh2K602F3A08Cfzuu/93md3+iiRJ2+gPpLaauW9uOX7MQRpZltm3b9+g99nb24uUtBuVzjhali1bdtX7u7q6KCoq4sSJE8IfnJuby9GjR6moqODxxx8fdVWjJElMmjQJrVbLF198wZYtW5gyZQqyLOPg4CAyWhS3w4EDB3jooYfw8fGhqKiIzz//nJ6eHiGWKSkpPPnkkxaiqNDZ2UlqaiqzZ8/GxcWFrq4uscPS6XR0dnby+uuv4+Pjw/PPPz9okV5rayt/+ctfuO+++5g2bRodHR2ipYRCQUGBxe9TpkxBrVYTHh5OSEgI3377rXA5hYeHk5ubK4LKOp0OLy8vWlpauHz5Mv7+/qJVxMCh24q4DzxOpS/Nq6++apHyOlpqamo4e/YsEyZMYMaMGTdFYsBIuablLknSZ8AZIEaSpApJkn5Kv6ivkiQpH1j53e8A+4EioAD4O/DyuBz1DUIR9x+jW2ZgnrF5lscLL7yAu7s7arX6lhB2c3p6eqyqP00mE5999hk7duygoaGB+++/n+DgYNLT00XBz/79+y3+Tilvv55GYlFRUbz00kt4eXlx5coVCgoK6O7uFtklistEybiB/iwRe3t7Nm7cyM9//nP+8R//ETc3N3bt2mVxXEajkVOnTvHee++RnJzMp59+Sm9vL11dXcLq1el0QhTr6+u5fPmyxfEpO4dDhw6J11be80AUsVdiLl5eXjz55JMsXryYsLAwi91SZGQkJpOJmpoa3NzcCAoKwt/fn7q6Oj7//HN2797Nz372M1544QUrEVfE3dwFA/3irlKpcHR0HBOXjCzLZGVlsXnzZi5evMiePXu4fPkyKSkpY+Iqk2WZyspK8Z2NRw8hhWta7rIsPzLEXSsGeawMbBrtQd0s/JjdMgMLS8wLkRwcHHjppZeuuaW/2SguLmbbtm0EBAQQFBREUVERBoOBvr4+2tvb8fDwICoqiilTplBfXy8GQixatIjk5GRSUlKYO3cura2tvPfee3R0dJCdnc0zzzxz1XOktraW+vp6PDw82L59O8uXLycrK8uiG6K/vz9arZby8nJx3mk0GhobG2lubqa4uJglS5ZYpAEuX76cHTt2UFJSQnh4OK2trXzxxRdUVVURFBTEtGnTOHnyJBcuXMBoNFoM325tbcXZ2Zm+vj4KCwuFa62hoUGIuiJmTU1NFoVFHh4e4vwoKSkB+jOSmpubrZrAmVvTSvXt3r17gf5FLj4+npMnT4rvRxneMpChAuGNjY2incFIycjIIC8vj9mzZxMeHk5vby/79+8nIyOD4OBgHnroIT766CORiaPRaJgzZw5BQUHExsaK18zLy6Onp0d8hvX19dTX1xMbG8uZM2coLCxElmXR8vrcuXPce++9TJ06lS1btjB16lRmzJgx4uO/FrYK1avQ0dGBSqW6oRkWNwtNTZbZr+bphDqd7pbZptbV1fHBBx/w+OOPs3v3bhwdHamurqasrIyQkBARI5g6daqFcM6YMYO2tjYxVLmyspLDhw/j6OhISkoKvb29bNiwgX379vHhhx+yfPlyMR6uqakJg8FAQEAARqOR999/3yI7ZefOnUC/uClujUWLFlFQUEB5eTmtra1oNBruueceduzYwc6dO1GpVFYtCWJiYrCzsyMtLY3w8HAOHz5MQ0MDDz74IJMnTxZZOIp4pqamEh8fT09PD+3t7SQkJNDd3U1GRgZarZbFixfzxRdf4OjoyMMPP0xLSwsajYYvvviCd955R4yZbG5u5r777mPnzp3ifSnXyNXE3dXVlcTEREpKSmhtbSU6OhoPDw8SEhJQqVScPXtWfC+yLFNUVERraytxcXFDXoOtra3XHNgyGI2Njezduxej0Uhubq6Y9gX9s1aXL1+OWq3m4Ycf5vTp03h4eFBRUSESClxcXIiMjMRoNIpgcmpqKk5OTly5cgVA1Dd4eXlhNBqRZVkYDCdPnqS4uJiioqIxbzWhYBP3q6DkuN8qQjaWDLTczQNZN+PnYTAY+Pjjj4mJicHPz4/q6mpmzpzJhQsX0Ov1fPbZZ3R2drJ+/Xri4+MxmUxX3ca7u7tzzz33iN8fe+wx3nzzTb7++msAHn30UaKjo3F2dubQoUN8+eWXrFq1ivj4eD744AMMBgMPPfQQFRUV9PT04OrqyoQJE5g/fz6FhYU4OzszY8YMOjo6MBqNuLu7C4u9tbUVk8kkgoUVFRUkJiZapZtqtVoSEhI4deoUEyZMEP5sZZGRJIm77rqLDz74AOgfNfiXv/wF6BfjVatWUVZWRnl5OefOnePcuXOoVCoee+wxgoODRYxhzZo1HDhwQLhvgoODmTZtGrt27RK7N6Up20A3nbm4Ozk5sWbNGqvPWmnncPnyZREk3rdvHxcuXAD6XU2zZs2y+BsXFxfxeV2r8VxlZSVff/01jz/+uFh8Dh06hEajYdOmTaSnp1NRUUFkZCQajYYVK1aIc9zLy4t169aJ5+rp6eHChQuUlZVx8eJFTCYTs2bNoqOjg4aGBlpbW1GpVKhUKkpKSpg5cyZ33303kiTR2dnJoUOHcHR0JDU1lcbGRqZOnWpRIzKW2MT9KjQ1NY17O9qbDYPBQF1dHc3NzWL7PWHChJt+93L48GFRAKOgiBV8X34fExMjWtGOBJVKxR133EFycjJz584V3QcjIyN5/vnn2bFjB0lJSaSmptLV1SX6iUP/0OcHHnhACIa5i8s8nqMEPBWf+7lz58R9y5cvH/S4li5dSmFhIQcPHsTOzk5Y1+bPuX79enbs2MHkyZPJycnBx8cHtVpNa2sru3fv5t577wXgwoULTJ06lYiICIvnmDx5MgcOHBCfrTLC0cvLS4ixXq8ftC+/ubhfq7eOr68vdXV1VFZWcuHCBWHl79+/n5aWFl5++WU+//xzGhsbCQgIGLa4nz59moaGBlJSUli+fDnnzp0jPz+flStX4uHhMeRnOxg6nY558+Yxb948urq66OzsFLUM0O9D7+7upqWlBb1eT3h4uLjPycmJ++67D+iv4pYkCZVKNW7Gkk3ch0CWZerr62+aWaQ3ijNnznDixAkAIiIieOGFF1CpVCLANTCL4WYgPz+ftLQ0EhMTsbe3x8vLC3d3d2Gxrlmzhq6uLuzt7UdV5BITEzNoEyqNRsNDDz3Ezp07yc7OZtmyZUyZMoXKykoaGxuZN2/esC5gRdwV4uLiyMrK4qmnniIjI4P4+Hjs7OyoqanBy8sLrVaLRqPhkUceYd++fcydO9eqt3x+fr74Puvr69m0aROnTp2ioKCA7Oxs2tvb2bJlC7/61a9E8DMjI4NLly7x6KOPIkkSzs7OODo6WrUwmDZtGt988w3QH2wdrF5lJBksvr6+FBcXi+Dx8uXLaWhoYPPmzaSmprJixQo8PDxobGzE09NTtA1WxF2WZU6cOEFbWxvFxcWEhoaycuVKcnNzUavVnD9/nqysLDo7O4mNjWXu3LnDPrbBcHR0tDqfJEka9PaB3IgW4re0uBcVFXH06FEefPDBMZ/m09HRgV6vvynFbCRUVVWxefNmNm3aJPzL2dnZODg4EBkZafV4c3eMs7OzmHIDsGnTppsquNzW1sbevXspKirC19eXlStXWpSsP/bYY6jVasLCwsbdlSRJEuvWrWPSpEnExsaiUqlGnPM/sPNocHAwmZmZvP/++0B/3cHSpUvZvn07kyZNEjnzrq6uPPKIZd6DyWQiJSWFo0ePCtdJfX09nZ2dODs709nZKXzxRqORnJwc4uPjkWWZ5ORkmpqaKC0tFUHQqKgoLl68CHzvV4+Ojhbi3tLSQlRUlNV7Gom4KzGKy5cvM2/ePOzs7AgKCuLee+/lq6++oqGhQZx/Z8+eFX+n7CqLi4vFQhYQEEBmZiYtLS3Issz9999PRkYGBoOBDRs2EBkZeVO6F8eSW1rc+/r6qKyspKOjY8zFXdlu3qzVs8Pl4sWLyLLMqVOnWL9+PdBfQAODdx9UrDOw7tpoHlQdT/Ly8jAYDML3PHfuXHQ6Hfn5+VRUVLBgwQK0Wi3bt2+npqaGuLg4K2EHBhWb8USn0wl/9/WiUqlEPMB8cVixYgXJycls374dSZLIzc3ltdde48knn8Tb2xuTyURBQQGRkZHCSk1KSiIsLIzQ0FBOnDiBTqcjPT0dWZZFCt6SJUu4dOkSJ0+exNvbm5KSEhFMP336NBcvXiQhIYE1a9bg5uZGcnKysNwVw2f69Omil/1ARiLukyZNEj+b+9iVgGl1dbUQd6W4yt7eXri5zp49i6OjIz//+c/RaDR8+umnFBUVoVKpiI6Otnj+HwO3tLgrW5/W1tZBe4aPBqU8/Fay3JWL1ty3aTAYAMjMzGT16tXXfA7zXOYfIoe9paWFzz77zOI2JQ1w69at4jHTp0+nvLycu+++2yrYdqty9uxZYU0OFPf58+czceJErly5QlhYGJWVlRw/fpw333yT+Ph4AgICOHDgAOHh4WzcuJHk5GRCQkJ44oknOHLkCGq1msmTJw86SOXOO+9k165dvP/++8iyTFRUFH5+fiIzJC8vjzvuuAO9Xo+dnZ0QbEmS+Ld/+zdqa2u5ePHioPEpJbYxnKChWq3m5ZdfprKy0uK9e3t7o9FoqKmpsXgNOzs7fvWrX9HX10d1dTVFRUXEx8eLRX7mzJkUFRVhMpl+lJPUbul3rIj7l19+yX/8x3+M6Taro6MDtVp9yzQikmWZLVu20NLSwiuvvEJeXh6fffaZ8MEqxSPmgcTe3l4La7e9vd2i58l4iHtpaSk6nc7Cv1xYWEhNTQ3Qn9mgUqlYt24dYWFh5OTkkJSURE1NjegPf+rUKS5evIijo+O4pZHdaLq7uy2aaWk0GmGlOjk5oVKp8PX1FcZGcHAwYWFhnDhxgoyMDItpWB9++CEdHR2Eh4dTV1dHd3c3Dg4OJCYmWol7SkoKv/zlL3nmmWf46KOPmDRpEqtWrQL6A79Go5ETJ07w1Vdf4enpaWWdazQaUVE71O75N7/5zbAD2D4+Pla7ZZVKhY+PD/X19cybN48zZ87Q2tqKwWDAaDTy5ZdfimIqcyNPmeUaHx8/rNe+3bilxd08m0Cv149pRodyQdwqfrlLly6JMm+TySQu4ra2NjE3s6amxsKHroyKUwS+pKQEWZZFoGosxL2uro6cnByWLFlCe3u76Nv9/PPPExAQwLFjx4TvV2H+/PnigoyLiyMpKQm9Xs/atWuZNWsWtbW1lJSUsGzZstvGIjNvvAX9oilJEs8///yQFdL+/v5s3LiRAwcOcPbsWZYsWUJHRwcXLlxApVKRnZ1NdnY2wcHBODg4EBAQwIsvvkhRURGHDx8Gvs/McXd352c/+5nF+a64McLCwnjttddoamoSgmnOwCEdsizT29trUTQ1Wjw8PKitrcXV1dViZ9rY2GjREsFc3LVaLb/85S8tzvmbAaPRKDJlxpNb+sow9wErXfXGCkXcbxUUyw360/7MLaXAwEDKy8tpbm62SBX87LPPiI6O5tFHHwX6qxMlScLf35/q6uoxEfetW7fS2trKrFmzLER8x44dvPDCC1y8eJGIiAg2btxIRkYG6enpLFy4UDzOycmJyZMn093dTUJCApIkiQk9t1MHQKX1gIIiiAMzaAZj9erVBAcHExMTI1wpTz75JF5eXnz00UdUVlYSEBAgMkg8PT0txP1a9RzOzs6iIGewXv0tLS3odDrs7e0xGo28/fbbNDY28uyzz46Zu9Td3Z0rV65gMplEm+mGhgYyMzMtHjcwiP1D7rz7+vo4ceIE0dHRVFVV0dzcTHR0NF9++SU6nY5nnnmG6upqfH19xyWedUuLu3k+7ttvv80vfvGLMcvmGOudwHhSXl4uquIAvvnmGwurwM3NDQ8PD6qqqigvL8fHx4eZM2eSl5dHYWEhBoMBOzs76uvrcXd3F5/hWFhcSgVjTU0N2dnZxMXFMW3aND799FNSU1NpaWkhISEBnU5HYmIiiYmJVs/x4IMPih0FXDtf+lbDYDBQVlZmUZgzkoVVpVIxdepUurq6OHPmDLGxsaKE/4477mDLli1UVFTw8ccfDxqjqK2tveZ189BDD2EwGIR1rtfr6ejoEG0H7OzsRPqw0lahrKxszMTdw8MDo9HIX//6V0wmE0FBQTQ0NFBYWIhKpeKee+6hs7NzTHfaSlsKFxcX9uzZg6OjI0uWLLEIEptMJqqqqjAajbi5ueHm5iaO4cyZM3z77bcWHTKVLJ+enh5ef/11ABISEizm8o4Vt7S4m+f0yrLMa6+9NmZdCru7u61yhm9GlKZW0F81uXXrVjIzM0WRDfRvqwsLC0WF4dKlS5k8eTKenp6in4evry/5+fnExcWJTAQlGHs9GAwGPv30U7q7uwE4fvw4BoOBuLg4wsLCcHd3F2P5BrZ3HYxbxT12PZSUlGAymZg9ezZHjx4FuC5XwoULF+jp6bHogKkYQIqrbe/evVRUVLB48WKgvww+PT2djIwMNmzYQF1dHadPn2bNmjVWQ07MjZ0PPviAuro6/s//+T9UVFTQ3d1NTk6ORXvkgU2+rkVHR8eQfWKU6lwl4B8UFERmZqY4d6dPnz6i17oWlZWVbN++nZaWFlFcBf2G1OrVq5kwYQIXLlwgIyPDYo5wQEAAcXFxFBcXc+XKFSIjI4mOjqa7u5vIyEiOHj3K/PnzMRgMZGdnExUVxcyZM8f02BVuaXFXq9W4urpaZHjk5uaOSZCtq6sLPz+/az/wBrJz5060Wq1FOfTf//53Ghoa8PPzIzo6msWLF3Py5EmqqqrQarXMnDkTLy8vpk2bJsRdCXwpW8GPPvqIRx55hL6+PiZNmoReryc9PX1U6aVK2qJCVVWVCAJKkkRMTIyYoDMc18PtTElJCRqNhunTpwtxv572tcrIQ/MML2WBXrp0Ke3t7Zw/f56MjAy8vLyEhX3p0iWgX8CLiopobGykp6eHDRs2WAh6X18f//u//8u8efOE2CkBW+hvH6BMewoODrYS99raWhobG5k0aZKVgJeUlPDRRx+J9sIDGdh6wdwgGMvrVJZljh8/zqlTp0T/mNLSUhYvXoy/vz9ff/21qDuA/u/p7rvvxt3dnfr6es6cOcPBgwdxdXVl3rx5LFmyxGKhfvLJJ8XPSqOx8eKWFnfoD/ooIqFWqzl+/DhRUVHXLEm+GgaDgba2tnGbZ3m9KEE3c3FXmh0p7g9lWHNnZyezZ8/mzjvvBCwvBmVHomyxjUYjeXl5QL9FZG9vj5+f36j8gEq3QIDZs2djb2/PnDlzxEU9a9Ys6urqCA8PH9M+3Lci5eXlBAYG4urqKizskboElUEeA6suFcPHy8uL2NhY6urq8PT0pLa2lgULFnDmzBlMJhNubm4iQUHJW//www957rnn6O3tpaqqClmWaWtrE10j4fukBq1WS15eHj4+Pvj7++Pv709qaipGoxG1Ws3ly5dF++LZs2ezdu1a8vPzSUpK4tlnn+XIkSPi+QYTd3NDY+rUqRw6dEh8Vtcr7k1NTbS0tIjKXEXYk5OTmTp1KqtXr8bZ2dnCJRgREUFaWhqHDx/G39+f559/XtwXGRnJjBkzqK+vJzAw8Ad3H97y4m5upRiNRlpaWsjNzSUhIeGaf9vd3U1xcbGVJaFYJTeT5W7uIlFONmVgBnwv1OYWjvkFYe5iUvyrKpWK5cuXc/ToUXJycnBwcBBCez3CLssyR44coaOjQ1QzQr9lPrClqY+PD0888cSIX+N2o7e3l+rqatGiQKfTYTAYRuyrzs3NxWQyWfWFMU9T9PX15emnn7a4Pz8/H5PJxCOPPMIbb7xBbGws9957L1OmTOGzzz7jq6++orOzk9LSUou/U4qtlKysadOmkZaWRlVVFfPnz8fHx0dcj87Ozhw4cAA/Pz/c3d3Jyclh7dq1XL58mfr6ei5dukRlZSV2dnaUl5dz5MgRVq5cafF6arWaZcuWcezYMdzd3UUCwaJFi8ROXZZlcnJymDBhwjV3nZWVlXz88cf09PRgZ2dn0ec/Pj6e9evXC00w1wY7OzvmzZtHaGgo7u7uVjsQOzs7YWD90Nzy4j5lyhQyMzNFBz3o7yiXlZVlcSL39PRgMpksrMSkpCTS09N5+OGHRc8QvV4vUgrHujBqNJi34G1vb8fV1VX4+mJiYrj77rsBLIo8zBcnlUqFk5MTAQEBFidkYmIiR48eFcGx62Hnzp00NjYyZ84cTp8+DYCnpycuLi6UlpbeNumK40FOTg4mk0l0YFTEfbhxI5PJRHl5OQcOHCAoKMhqlKBiuQ8VP/L09KSpqQlPT0+ee+45sVudOHGi6GMP/ddCZWUlkydPZv78+Xh4eLB161ZxDs6cOZPMzEyMRiOTJk0SvvesrCwKCwtpb2/ngQceEMH/rq4usbs7c+YM0O+ySE5O5tSpU0ycOFEEhdPS0sjNzRXV0+Zpo+ZNv86dO8eBAwdwdXXl2WefFSmkfX19XL58mcmTJwtr+vTp06jVau644w6am5uxt7envr6epqYmVq9efc0Yz3DiRD80t/xVZ2dnx9NPP827775rMSmlrKxMFOkYDAZ+97vfWWyjzCfO5+TkEBMTQ3Z2tijNDwkJGTSD4MqVK6jVaqKioujq6qKhoQFPT0+KioqYNm3auAX+lKlQ0O9ycXV1Fe6olStXimPVaDSsWbMGHx8fqwv9F7/4hdXz2tnZiaZQ1+PKUibXAGLe6po1a5g1axY9PT0kJyf/6Mq+h4Msy5w5c4ajR48yYcIE0SrB0dGR7u7uYe0aW1tb2bp1K3V1dbi6uvLggw9auQKUFrRDZcO4uLgIkR0Y+1i2bBlhYWGix0trayv29vbChzxz5kwh7j4+PoSEhFBaWkpycrJwB548eRJZlvHx8RH/Q3/2lNLHSBlkEhAQwIYNGygpKSElJUWI+549e6zek/nnqFzPJ0+eJCAggOrqas6fPy8CyxcuXODgwYOcP3+euLg4goKCuHLlCrNmzbKYMHa7ccuLu8Lzzz/PH//4R4veKFVVVYSGhgofYU1NDb/97W/56U9/SnFxsbBqLl68iEqlsqjemz9//qCvs23bNgD+4z/+g08++YSamhrRSrWjo4OMjAwWLlw45tF7pWUtIAJYDQ0NxMTEWFncg6UTwtAphB4eHlcV98zMTPLy8njwwQeB/rFrdnZ2TJo0STSOGuz1HRwcuOOOO67xzn6cpKSkkJSURGxsLHfffbfI2Xd0dESj0QzLX7tv3z5aWlpYtWoVU6ZMGdQV0dbWhouLy5DP5+bmhl6vR6/XW8U+JEmycPOYP39jY6PIoFGpVBw7dkwM+s7LyxPnqFqtpq+vj5aWFj744ANRnFZQUCBqFYxGI4sWLQL6dy4TJ04UU7IGuoMG0tHRgYuLC21tbXR2drJ48WKcnJzIyMjAwcEBOzs7UdtRWloqnk+tVt82bSuG4rYRd+j3E5eVlQl/4IcffsgLL7xAeno6oaGh4ovds2cPsizj5eXFzJkzSUpKshD2jRs3Dtra1XwS/K5du0TJvBKMTEpKAvot2LEWd3PLXa/X09nZSXNz85i8juLiGSjuycnJlJeXiwrA+vp6jh49KrJulBRMR0dH7rvvPj799NNRH8uPgcbGRr755htiY2N56KGHxG6vt7cXOzs7iouLefPNN3nmmWcGHcrd0tLC4cOHyc/PZ9myZUMaItBv5V4tpVfZIVRXVxMaGkpubi4Gg4Hy8nKLYSXm9PX18cYbbwD915ybmxspKSlAf1uE0NBQ0tPT0el0oiPlT37yEzIyMkhLSwO+d8UEBQVRVlZGQ0ODKKby8fEhMzOTP//5zyLWZN4vXbHUof+c7OrqEgL+7bffEhcXR0FBgTDqnJycCAsLY86cObi5uZGVlcWUKVNuqb5R18NtJe4BAQGUlZWhVquZPXs2qampvPPOO0B/Kpi/vz8ZGRniS1++fDkTJ04kKSkJDw8P/P39RcvWwWhpaRE/FxQUYGdnJ2ZwDkQZFzZWKMUt0N9LR2EsulYq/t2Blp+Slqfw/vvvWwRxFZ5//nnc3NxYvHjxTdUS+GbDaDTyzTffkJWVhVar5a677rIQrT/+8Y8WWTJK6wBzent7ee+999Dr9QQFBQ25S1Noa2sbMnbU09MjYlWVlZU0NTWJ+abQX/k60Jrv6+sTM0Whf/dob2+PJEm88soreHh4IEkSK1as4MMPPxQGla+vL+vWrWPJkiW8/vrrQvSjoqIoKyvj9OnTXLlyhWeeeUZUmdrZ2eHm5iayqoqKioDv4xLQvwPKz89HkiQkSaK9vZ38/HymTZsm3IWdnZ0W82d/LKm3t5W4z5w5k9TUVHp7ey0qNpWRYWq1mpkzZwpxDw0Nxdvbm9/85jfDqsY0d/l0dnYydepUcnNzLQZFKyfZlStXKCkpoaamBq1Wy/Tp0/Hz8xux+PX19bFv3z4yMjJwd3e3WGBgbNrwKjsS86KVwaaymwu7l5cXbW1tPPHEE2JRMC+esWFNYWEhZ86cQaVS8dRTT1mcC8XFxfT29opeL9Af37nzzjst4jgFBQV0dHTw2GOPXbOlsZK6OFTM4/z58yQnJ6NWqwd1r1VVVVFcXMysWbNEoP7IkSPk5+ezcOFCUXlZXV3N9OnTrVKH3d3dhbgrfnpXV1eLCU5KJlVHRwf5+flcuHBBfC7K1KympiYmTJggxN08c0zZVZq7eJSFc/HixezYsQOVSkVNTQ0Gg4Ht27fj5eUlYgK3M7eVuHt5eSFJEvb29rS0tBAZGcn8+fMt/IY6nY4HH3yQb7/9VkS8hyPsfX19Fg2KoL+Awd7ens7OTuzs7FCr1SQmJooCHvMMHiU18JVXXhnWEAeTyURxcTF9fX3CZTRjxgxR1Wn+nkeLIurmVqPiclJYsWKFEIBly5axYMECTCbTmLQo+LGQn5+PVqvlV7/6lVUGkTIv1JzW1laam5stRFNJWR2Y8jgYnZ2doix+IEajUaQTKov7zJkzmTNnDn19ffz9739n//79NDY20tHRwT333INeryc1NZWZM2cKcZckadAZp9Afe8nMzLQ6R/39/YW4+/r6ikXqvffeIzs7WzxekiTKysoIDg6+6rhLPz8/amtrhZFVV1fHm2++SXd3N4sXL+bo0aNUVVXR3d1NQUEBBQUFTJgwYdyLiH5obitxV3pge3p6Ul9fT2FhIYWFhfzjP/6jhd9x8uTJIx6qsGXLFovCHEAEbDo7OwkICBDVZ1VVVcIPr6BUBL7xxhssXLiQFStWXPX1Dh8+TGpqqsh4efXVV3F3d8fPz08EdV988cUxSTNcvnw5Hh4eFnEGJZNIISIiQoj7woULUalUt1XjrvFGlmUKCgqIiIiw+s56e3vJz88nMDBQ+I4VK7SsrAxPT0+ysrLEQOrExMRhBVwHS4M0Go3s37+f7Oxsenp6WLx4MampqXh4eDB37lwaGxuFO06pYM3IyMDR0VG0tIiNjRUNu5Qd3mCun8DAwEHP0YCAAC5evIhOp7PoeDlt2jQOHDhAXV0dzs7OlJWVUVNTw9KlS4eMG/j6+lpUwk6YMEEMJYd+12JISAienp7CSPL19WXPnj1kZmZib2/Phg0bbstz+bYSd+j3QdfV1fHss8/yxz/+EYB3332XTZs2jaoR2EBhh+8td7DsBWIemIyKiuKhhx5Cq9WSn5/P1q1bOX36NAaDgVWrVg1p+SpupeLiYtzc3IT1FhMTw69+9StkWR6zjnc6nU4MVu7s7CQ/P5/Kykrc3NxobW3Fx8fHwvr7oSvvbkUaGxtpaWkZtKtiYWEhvb29LF26VAwkMRqN2NnZUVZWxsSJE9m3bx9GoxEvL69hD3Q2L2Cqrq5m27ZtODo6iulVkyZNYuLEifj7+/Pll1/y1ltvAf07Wa1Wi729Pffeey8ff/wxp0+fFnGfgIAA0tPTResPZ2fnIc+JwVI6FSvcz8/PwuU0a9YsOjo6aGpqElOjoN99OlQml+IqVdJ5o6OjqaiowMPDg/nz59PY2Cgmd1VVVeHo6MiGDRvYs2cP1dXV4nxft27dbTcv+bYU99zcXNra2vjJT37CJ598QmdnJ998840o9BkpA9uKKiiWO1iKu7noLl++XAh4dHQ0v/jFLzh8+DDnzp1Dq9WKwQgDMc/MGRjVH223yr6+PiRJGtRaOX36tChEio2N5bnnnkOlUolFzBYwvT4Ul95gfvLCwkJ0Oh0RERHY29uL2Ia7uztVVVUig+W5557Dz8+P+vp6srOzWbBgwZDngsFgICcnB+ifNXz27Fna29tpa2vjjjvusMjvnjRpEk8++SSNjY34+fnh4+PD9u3baW9vJzw8nH/4h3/gf//3f8nKysLZ2RlnZ2fq6uoIDAxkwYIFI67IVMTd29vborRfrVaLhSstLU2Ie0hIiEVLa3OULDJlcVFcOjqdzqpK/cUXXxQjDB9//HGgf1dy+PBh9u3bR2FhIcXFxfT09DBz5kwmTZrE2bNnWbdu3S1p2d92JpjiR/vss88IDw9n/fr1eHp6cuHCBStXw3DQ6/V8/fXXg943HMt9YLaBi4sL999/P+Hh4Zw+fdqiIEMhIyPDohnaaFK22tra2L59uyjwUrpnKn0+BmI+INvJyQknJycxtOSZZ57hhRdeuO5j+bHS3t5Oeno6Pj4+g/qOS0pKCAkJQa1WW5xHDg4ONDU1UVJSgrOzMw4ODpSUlPDOO+9w6tQpUcQ2kKysLP73f/9XCOKRI0fQ6/U8/fTTvPzyy4MW7oSGhjJz5kyCgoJEb3YlcOnu7i7cgwEBAfT19dHU1ISPjw+JiYkjrtb09PQUMao//vGPg3YfVTJavLy8UKlUokBuKBSRV3a8bW1tVkkBgxk08fHxPPnkkxgMBtLT01GpVHR1dXHq1Cn2799PZmamSP29FgaDweo1y8rK2Lp1K7W1tXR1dZGenk5ra6tF4Hy8uC0td6Vfym9/+1ugvxFSU1MTn376KZMnT+bee+8dtq/aPAVxIENZ7ubW1FBNsZYvX857771HeXk5X375JQkJCaLAY2DQdDQ9blJSUrh06RKXLl3i17/+NQ0NDej1evLz8y2sJujfLZhX+Q60CgfLubZxbY4cOUJzczMPPPCAuK20tJSTJ0+i0+loaGggPj6ed9991yKtVpIkent7RZBR6f/t4+ODRqMhPT1duBwUMjIy2LVrF0FBQfj6+tLc3Mzdd9+Ns7PziM4jOzs7i+yo9evXU1RURGhoKI2NjRbVpiNFp9PxT//0T3z99dd0d3dTWVlpFSD28/Nj/vz5w26H6+fnR11dnVjQuru7qa6uHtbC4+fnx89+9jPKysqYMmUKra2tvP7666L6NjMzk87OTlJTU+np6SEsLIzGxkamTp1KXFwchw4dorq6msbGRubOncsdd9xBZ2cnx48fJzMzU8RUBhIWFoazszOxsbHj4hK67Sx3wKoAqbOzU1TA5eTk8P7771sUBV2Nqz3OvBTbXNyH+tkc5UI7deoUlZWV7Nq1i8LCQmRZtspuGI7lbjKZ2Lt3r0jzbG5u5ssvv7QINg3M4Pntb38rCpGgv/WrearlrTKs5GZGlmWKioqIjY0lMjKS06dPk5+fz5YtW6ivrxftLAIDA4UPWMF8V6f0Flq2bBlPP/00y5Yto62tjQ8//FDs8goLC9m9ezcRERE89dRT9Pb24u7uTmRk5IgNBKWGQ7FEXV1diY+Px8PDwyLT5XrRaDQiTdK8H7qCSqVi1apVws1ytTiPTqfjxRdfxM/PD1mWcXFxEenIw8XNzU20D8nOzrZIeMjPz+fAgQM0NTXR0dFBdnY21dXVJCUl8ac//YmcnBw8PDzQaDScOXOGoqIi9u7dS1paGpMnT+YnP/kJy5YtY9myZaxdu5aQkBBmzpwpum2a75bHktvOcof+k+7ZZ5+lsrKSjIwMioqK0Gq1zJgxA7VaTUZGBn/729945JFHrtkcbKDlbp7RYN5FcShBH+qk1Gq16HQ6i5TDTz/9lIULF9LS0kJ8fDwzZ84kJSVlWBZSdna2SKebOnUqp0+fFj7X6OhoSkpKOHz4MB0dHWi1WrEtPHfuHLGxsYSGhpKVlYWbmxs6nY76+nqbuI8BiiCEhoZy6tQpjh8/DvTHLp599lnhnlAqNwf+rYIkSfzDP/yDWPijo6N5+OGH2blzJ5s3b+a+++5j7969eHt7s3HjRjQaDW1tbVb9hYaLvb09JpOJvr4+q6B/fX09kiRdVxpuaWkp6enp+Pn5iYVsMHEfiIuLC319fURFRZGZmSkamQEi2WDy5MnU1NTg6OiIh4cHJ0+exM7OjsDAQM6cOWPVn16WZYsRg319fRw7dkzEnJRKWGX4hlarFd0zlSp4k8mEp6cn06ZNY/bs2Rw+fJivv/4aJycnwsPD2bBhA7IsExwcLD7H2bNnj/hzux5ueXEvKCgArANVQUFBBAUFERMTw7Zt24TfbOrUqTz11FNs3ryZzZs3c++99161hD8tLQ1Jkli0aBFz5swRGTgwPMv9aiitRs1RCkMcHR1F8dW1aGhosPBJHjhwwCLwOWHCBLy9vUXJ97p167Czs2P79u0AfPLJJ8yZM4fCwkLmzZtHbW0t9fX1w3oPNq6OkmXl7u7OwYMH8fLyIjQ0lMWLF1uk9yl9WYZi9uzZVju6mJgYnnnmGbZs2cJHH30EwBNPPIFOp8NkMonuodeDYrTo9fpBxd3T09PCcDlx4gSZmZmsW7eOuro6YmJisLe3JykpSaQ2RkREWOwUod9irqiosHIR7t27l97eXhobG7n33nsxmUxMnDhRxLNCQ0NFj3lF3JVhJ0FBQcTGxrJ161ays7NFW5ArV64QFxfH5cuX8fHxYf/+/WKubGRkJOnp6TQ3NxMTE2Nh9c+aNYvMzExWrFiBl5cXv/jFL5BlGWdnZ9LS0ti3bx87d+4UiQddXV0YjUaR5nnmzBmSk5N58cUXRzUAZ6Tc0uIuyzJbtmwB4P/8n/8zqJXs5ubGCy+8QHFxMR9//DHZ2dmoVCoef/xxPv30U7766isOHjzIL3/5S6uOji0tLZSWloqe0QODkMXFxSJAo9VqkWWZtLS0YX+B9vb2tLe3Y2dnx7Jly/Dy8hLvp6enh+bmZqsJNAPJzc0V5eD33XcfJSUlpKenW+QPR0dH4+bmJsQ9LCwMT09PJk6cyH/9138BkJqaKoqwWltbRaGHjdFRWlqKnZ0d27ZtQ6PR8OSTT1p8NwoDF1Pz/imA1RAOBT8/P1566SUyMjIICQkRO9H29vZBXXzmmEwm8vLymDhxotW1oxgoer3e6nirq6vp7e3ljTfe4IUXXqC6uprjx4+j1Wr5+OOPAUTjrpKSEoKCgrh8+TJVVVVIksTMmTO5cOECWq1WuJ5aW1tFsLmjo8OiqOubb77BZDKhUqmEC8Pb2xt3d3eam5vFAubm5saLL76Ip6cnWq2WsLAwi891165dpKSkCFelJElER0eTn59PaWkpEyZM4K677mLChAn87ne/E5//sWPHcHZ2Fq0ezD+PhIQEqqurqaurw9vbW/S6UWbMVlZWkpubi16vZ+/evTz66KM3bGTkLS3u5v7Jjo6Oq1op4eHhvPrqq5w5c4bz588TEhLCSy+9xNtvv013dzfZ2dlMnTrV4oNX/NNTpkzh448/tspsMRf7L774gvj4eDIyMoZdtalcQE5OTsyZM0dMtYH+0vDz58+LPts6nY7m5mYkSRKWiizLQtjt7e2ZNm0a9vb2pKWl0dbWxpw5c5g+fbpVLw1lwdBqtbz66qt89dVXVFRUiGlArq6u/Od//uew3sOPgb6+PtRqtRDco0eP4u3tfc1xjoq/vaenh4CAAFasWDGosBuNRgsXDPSfE93d3RiNRlQq1VUrNB0cHKwyYK7Vxx0gPT2dvXv3snLlSqv8e8VyT09PFw23oL/6U7kOurq6SE5OFsL73HPPkZWVRXV1tdhRz5o1SwiywWBArVYTHR3NhQsXLBaUbdu2sXDhQqZMmSLaDDzyyCMUFxeTkpKCVqtFpVIxc+ZMLl26RHR0NK2trZw4ccJiERw4w2Bg3ydF2GNjY5k3bx7BwcGcOXMGf39/EdQdmMlSXFzM/Pnzh+yxv27dOrHzyMrKYufOnSI5YfPmzUB/1k9BQQFff/01fn5+2NvbU1dXN65tEG5pcTcP/h05coQNGzZcNfDi6enJ2rVrqaysJDk5mVdffZV/+Zd/4f3332fnzp1cuXKF+++/Xwh8TU0NarWaqqqqQVMWB6JUwJmfHDU1Nfj7+w/6ePNMGqW/tzlqtZqmpiZ+//vf4+PjI6wQRXjNH6/ky5sHuaKioiyyBTZs2CBGuZl/Jj4+PlRUVPxoGiqNhMrKSrZu3crEiROZO3cuFy9eFD7Z6OjoqxaSVVRUiNYUjz766JCFOEr2iTn+/v4YjUba2tp45JFHRnzc5gVMQ6HMTj179ixRUVEWwqgYHmfOnCEvL4+nn34aJycnMRd39uzZdHV1ceHCBVxdXXF2duatt97Cw8OD5uZmZs+ejUaj4ezZs+I8NxgMaDQaQkNDLfL5oV90d+zYgSRJFBcX4+DgQHR0tKiS7e3tRaVSERERIc5/pUhpqIwac3FfvXo1Op0ONzc33N3dLeIFA7tqDqYhRqNx0GvZaDTS2tqKi4sLzc3NFvUprq6uogWEEmPLzs62mFIWHx+Pj4/PuOTR39Libh5lzsrKoq+vj7vuuuuqQyckSWLJkiVs27aNXbt2sW7dOh566CE2b94sUgZfeuklvL29yc3NJSAggN27dw/7mFxdXenr6xOVc++88w733nsvgYGBeHt709bWRn5+PjNnzhQXUFNTE1euXLF4Pzqdjl//+tdcvHiRffv2WWwvS0tLCQ0NFX3o//mf/1kEilxdXfH29iY4OJjIyEiLYxvK0lSE5WabGXszsG/fPrq6usjIyLBoCw398ZGh+tV3dnaK+oh77rnnqufkYD3Lvby8MBgMNDY2XlfgUrHclZ1Ce3s79vb2YleZnp5OcXExERERVFdX88EHH7Bp0yZcXFwwmUxi1+rn50djYyMffvghS5YsEW01fH196e3t5dKlSxYirdfrcXNzIz09HVmW0Wq1PP7446I7a19fH9u3b2fx4sUcPnyYiIgIioqKCA8Pp6mpiQsXLlBTU0NkZKRVXrq56G7duhV7e3vuv//+IT8DlUol+s0MbK8B/bGq9PR0goKCCAsLw8HBgfb2dqvhINDvtjx37hyzZ8/G09OTsrIyWltbqaurE6P6DAaDxWKvVO92dHRgMBgs2o4rsbZ33nmHBQsWWI0VHAtGJe6SJJUA7YAR6JNlOUGSJE/gcyAMKAEekmV5XHJ9Jk6cyKOPPipKtnNzc8nNzeXJJ58kLCxsyL+Ljo5m8uTJZGVlUVtby7PPPsu//Mu/cOjQIVJTU/n73//O7NmzaWlpYerUqcJaGcjdd9/NiRMnaG9vF1v26OhojEajhRAowc6wsDDc3NzIzMxEpVJZbPMUK2rZsmWUlpayZs0aJEkiLi4OR0dHdu/eLdIyt27dSkREBLW1tSxevNgiA0CSJF5++eUR+fVCQ0PJyMiw5bF/R3NzM5988gl33HEH1dXVLFmyBEmScHFx4eLFi+ICTU1NZe7cuVauj5aWFt5//33a29txcHAYsoW0wvnz5wEsdmepqanExcXR0dEhtvxVVVU0NTWRl5eHTqdj+vTpeHh4WLl6ent7KS0tRZIk/vznPzN//nzOnDmDWq3mpz/9KV5eXpw4cYKgoCA2btxIe3s7b7/9NgcOHCAkJIScnBzKy8uB/mZiHh4ebN++na+++koI7L59+4B+0VTO/+eeew4nJyc6OzvZtm0bERERzJs3z2KHqtVqKSkpobCwEAcHBxYsWEBRURHFxcWoVCqx4wgMDKSystIi0KxY4UajUeSN33fffeJ+vV5PaWkpNTU1zJkzZ8iFAfp31B999JHFwuTv7099fb2F9a1SqZBlWQxyNy8cCwgIYNq0aQQGBpKTk4OzszPV1dXCsIuMjOThhx8Wi5yCLMt0dnby6aef0tzcPKatwc0ZC8t9mSzLDWa//xr4Rpbl30mS9Ovvfv+XMXgdK+zs7AYt5y4rK7uquKtUKh544AGysrL46quv+OCDD3juuee488478ff3Z9euXZw5cwZ3d3erbBZzXF1dcXFxERdxV1cXnZ2dFv7R5cuX4+DgwLfffktJSYk40QsKCiy+cMUXGBgYyOLFiykoKKC0tJSZM2eyZ88ei3z7np4ekf3j4OBgZd2NNGATFxdHRETEdWdW3G6kpKTQ3NwsYioTJ07E19eX/fv3U1paKoJwJpOJrKwsK3/13r17MRgMaLVaYmNjr/p9GAwGIehLly616NVfUFCAyWSiq6uLpKQkqzYYStBx2bJlLF68GFmWycjIICkpie7ubiRJwsfHhxMnToi/OXLkCPHx8RgMBvz8/Pj0009ZvXo18+bN49tvvyU3NxetVssdd9zB4cOHOXz4MBs2bOCZZ57hb3/7m9XxT548mVOnTnHvvfeKlF1HR0deffVVi/eoYG9vz8yZMzlx4gSurq4WwmYymbCzs0Oj0XD48GGr11JcNIMZWyaTic2bN1u5cRQOHTokmgqWlpaya9cutFotP/nJT/j6669xcXGhtbWVWbNmMWfOHN566y2MRiNOTk78/Oc/B/p1w2AwUFtbi0qlskg4UFxDSv8o6N81DVYsKUkSzs7O3H333bz33nuif9BYMx5umXuApd/9/BFwnHESd7AUslmzZnHhwgXy8/NZtGjRVS8qSZKYPn06dXV1nDp1ig8//JC1a9cSHx+Ps7Mzn332GQsWLODw4cPExMTg6elJZmYmwcHBIk1K8TXC91bF5cuXLXzXbm5uFhaJYimUlZVZuE2UC/zYsWNERkaKrBlleILSxGsghw4d4tChQ8NuJTzUZ2ET9n66u7vJyMgQ22xvb28CAgJEr5PZs2ezZMkS/ud//gcXFxcuX75sIe4tLS0UFhaK4PpA1xj0W27nzp2jpKSEnp4e0QTOXITh+4SBI0eOkJmZiU6nIzQ0FA8PD86ePSs6Rx47dowzZ87g6OhIU1OTEDVZlkWzLBcXFzw9PcnNzRWGgVKl/Mknn5CYmIirqyuTJ0+mvb1diKvRaGTHjh1ixKJi1S5fvpxjx45x6tQpNBrNVefkml+HKpWKxMREMjIyCA0N5bXXXmPp0qU4ODiIPjoJCQmcOHGCmJgYNBqN2NU2NjZy6NAhiyCpEsy9fPkyjY2NLF26lOrqas6dO2dxPTQ2NvLll1/i4eFBbm4udnZ2PPbYYwQGBvLyyy9bHbPi0lGpVBaLhJ2d3VUtbfPHXqvB3oQJE1i1atWg58hYMNoKVRk4LEnSBUmSnv/uNj9ZlpUa9hpg0NI4SZKelyTpvCRJ5683p1qWZYvJMRcuXMDb25uKiophFUZAv9Xj5OREWVkZX375pSiU+Nd//Vd6enro7e1l1apV3HHHHfzzP/+zRf5renq62IL19PSIldw80PvVV1+JodvwffaCkiYFlidBVVXVoL1slKDNyy+/POiF9MYbb/DFF18MOmTjx47ymciyzNmzZ8nNzR3yczp9+jQ9PT0YDAbmzp3LnXfeSXZ2NleuXMHd3Z01a9bg5OSEvb09rq6uVFRUiF1Xb28vBw4cAPpFYOAMUlmWyczMZPPmzRw4cIDc3FzR70hpxqXg4eHBjBkzgP5AvUajYdOmTTz66KOid7parbbY/TU3N6PRaJg6dSp2dnZMmzaNiIgIurq6qK2ttarYdHR05NlnnyU4OJjk5GTa2to4d+4cOTk5zJkzB61WS2hoKGA5/Qv6XQ6KGy80NHTIDLHGxkbRbRL6z3VHR0d+/vOfU1NTg16vx8/Pj8TEROLi4ujp6eHkyZMEBwfz8MMPW1i0ra2tpKSkCDcW9GfsmEwmkpOTcXd3Z9GiRaxevRpZli1aaURGRtLe3k5FRQWJiYn80z/901XdkMo1OdIOqCMRd+gP5o6mvcjVGK3lvlCW5UpJknyBJEmSLDrsyLIsS5I06FUky/K7wLsACQkJ16VIxcXFVkMOGhoaUKlUpKSksGTJkmtWd6rVah577DGSkpIoLi7m//2//ydGgh0/fhw/Pz8R3FIqPhUGNm5StovKcGCFkJAQvL29mTlzJn5+fqSnp7N//34aGvq9WeY+PsAimq5MXwoJCWHlypX4+Pjw0EMPkZ+fz/nz51m/fj1ff/01BQUF5Obmsm3bNovsClmWqa2txdvbW2wR9Xq9lTDcbtTV1Ymqw/fff5+ZM2fi4OAgrOMZM2Zw1113Wfhlm5qaOHXqlPj98uXLnD9/XnTRTEhIEFaoo6Mj7e3taLVa9u3bxxNPPMEnn3xCeXk5q1evJjs7m8DAQBwcHEhNTSUvL4/6+npR8azVatFoNPT19dHb22s1YcvZ2ZmpU6eKzoj33HMPkiSxf/9+kSrY09ODm5sbCxcu5NSpU/j7+7Nu3TpcXV25ePEiXl5erF+/XljXeXl5IlCq7FyDgoJ45JFH+Oyzz4QVPHfuXCIjI4Vf/OGHH+bzzz+3WBDVajX3338/Z8+eJTY2lsLCQsrLy4mKihK59o2NjWzZssUiZVnJJGtraxPHorRnCA8PFwHW1atXi9cZDGXXUlBQwK5du4B+/7tKpcLDw4Onn36aXbt2iYV36dKlI6rbGGtxl2VZdKS8UYxK3GVZrvzu/zpJkr4CEoFaSZICZFmuliQpAKi76pOMAvMMhIceeojGxkbOnDlDV1eXyHyJj48fctCvQkBAAI8//jhpaWnU1dVx7tw53nvvPaA/fRD6LZeBXSWDg4NF4ElBuWAVXF1defrppy0eExMTY1WpZ37flStXRIuAlpYWnJ2deeqppyy2t9HR0WJ4wmOPPUZ3dzevv/46eXl5tLa20t7eztatW/Hz8xO+/l/84hcA/OlPfyIoKEgMF7ndOHnyJMeOHcPR0ZFJkybR19fH2bNngX4rU5Zl0tPTuXLlCmFhYahUKhGshH4fe15enoXgKla3vb091dXVFnnp5eXlvPbaa+j1eubMmUNWVhZVVVUEBgby97//XbSrgP6gXWBgIIsWLeKTTz4RGVIDYzvl5eUWoijLMq+//jomk4ng4GDhW+7p6SEhIcGiva2yE/b09ESj0bBkyRKgP31x7969ZGVlIcuyWOxVKhWPPfaY1efo7u5Oa2srEydOFAVDCkePHkWSJDZu3EhaWprYQZ84cYLg4GB6e3upqalBkiSefvppPvjgA1Hun5KSIq4RJf9bmRf7wAMP0NDQIBaIocQ1IiKC/Px80SgsMTHRYrJSQEAAQUFBQtwHe56hBLempkYYXOa7PuWxSgzBvBJdlmUuX75s4WNvaGjg8OHDtLe3U11djclkIiwsjJKSElavXk1YWBgVFRW4uLiMy7Du6xZ3SZKcAJUsy+3f/XwH8FtgN/Ak8Lvv/t81Fgc6GOY5vEoxz0BrNCMjgylTplxz3qRKpbK4QM6dO4evr6/Iax2sXbAy3sv8woyNjSU7O1uIfFtbGx999BHu7u7CendxcUGn0w0arL1y5YrIOFCYNWvWNYOkSiGL4n/t6Oigu7tblL/r9Xr+67/+i4iICHp7eykpKaGlpeWqxTG3Gi0tLaSmppKSkiIC3RcuXECtVhMcHExdXZ1F2mFXVxc5OTnis9VoNOh0OpHup/QPMSc5Odniu5g8eTJ5eXkilmK+m1NE3c3NjTlz5uDr62vhX1UyMRQUa1Rh586dQH8Qcs+ePfj7+3PfffchSRJ//etfge+7H5rHeZTvXHFZKMKm0+kICAgQg6N7e3utyv7NcXNzo6ysjDNnztDc3GwR91E+o9zcXA4cOEBkZCT33nsvFy5c4NSpU7i7u7Nq1SpCQkKYMGGC8GFrtVrR3M7T05PZs2dz8OBBduzYgbe3Ny+//LKFu+Ra4l5YWIirqytr1qyxeszVsmVkWebLL7+ksrJSZKZVVFSg0+k4duyY+F6ampr46KOPaGpqor29ncmTJ4tMncWLF+Pn50dTUxMXL160cgUXFRVRWlqKq6srWq2Wzs5OsrOzcXR0FNPUoL/K9a677hr0fY6G0VjufsBX350YGmCrLMsHJUk6B3whSdJPgVLgodEf5uCY+yh9fX2pq6vDzs7OqsJsy5Yt/PM///NVc43NWbx4MS0tLddsw+no6Iirq6twr7z66qu4uLhw6dIlC+vdfIrTkSNHmDt3LmFhYRaj+BITE1m4cCF/+tOfLIQduGqwauDjjh07Rl5enoWV5eDggFarpa2tjaKiIqZMmUJOTg5//etfiYmJwcHBgUWLFuHp6WkhBj80SmZCYGDgNVs0d3V18dZbb9Hb24uzszNubm4ik8hoNIrvIDAwkMmTJxMeHk52djbFxcW0trai1+vp6+uzCtYpuLu7093dLQRf2Vnl5OQIF8ZAAgMDSUhIEL5zWZaF6+748ePC+ob+7yg4ONjinFDyovV6Pe7u7qxevZrU1FSL15IkiT179vDcc8/R0NDAyZMnhTV78OBBKioqxIIAliKXkpJCWloaDz/8sGgwZjKZKCoqIi8vTwR8k5KSCAkJEQU75q+t+OLr6+s5cOAAly5dws/Pj/vuu4/GxkYOHDhAS0uL+Cw9PT2ZO3cuu3btoqenh4MHDxIeHk5xcTENDQ1cuXLFInXUfPFTFsfMzEwmTpwoFomhigSv5v/+5ptvyM3NRafTWbUVmThxItXV1bS3t+Ps7Ex9fT1OTk54e3tz6dIlYmNjMRqNHDlyRPyNn5+f1U5+xowZrFy5UuS+d3V1odFoMJlMoj7Aw8NjXDJlYBTiLstyEWBVFSPLciNw9QGhY0RnZyc6nY6XXnoJd3d3UlJSOHToEHPmzGHp0qXk5+cL6+d//ud/gP5c4scee+yqlXvOzs48+uij4vehmvU7OjqKHHOVSiWKgJydnYVvNSYmhgcffJC+vj7y8vLYuXMnKSkpFmIlSZKwPBT/p4KSvjUclMcNbCHa3d1Nd3c3jo6OxMTEsGbNGgIDA0lKShJBtoyMDO655x527dpFTEwMy5Yto7y8XHTSHApZlikuLiYwMHDI3vUjpbOzk6ysLE6cOIFer8fHx4cXXnhhyOPQ6/Vs3rxZLOomk4m2tjba2tpEIUxAQAC1tbVUVVVZuEkUVCoVWq2Wnp4eHBwccHd3twjItbS0CH+uyWSy+IwLCwtFoPDOO+9k7969mEwmnn76aTQaDfv27aOoqAi1Wj1kQ7YJEyZYzd2tq6vD398fOzs7tFot7733HiqVyqLqWAkc7t+/n5ycHPR6PXZ2dvT19Ykh2CqVisWLF9PX12clcj09PWzZsoVVq1YRGhrKli1bBm1zXV5ebpFPP336dBEbkiSJtrY2Ll26hKurK7W1tbz99ttAfw+YSZMmia6XTU1NTJ06lc7OTiGOLi4u/OY3v+Fvf/sbycnJxMTEUFlZyZkzZyziXAkJCcyePZs77rhjyJYDra2tZGZmMmvWLIv3unPnTh544AE8PT1JSkoiJSWFWbNmsWjRIhobG+nr68PX15fOzk68vb154403gP7dTUBAAI899hhqtVo0Y5NlmZqaGgwGA319faLoSulhpbwv86Im858HGyg+1kg3Q3ZFQkKCbB4BHwnK8UuSREdHB6+99hrQX2DU2NiIWq3m9OnTFlZYbGwsM2bMGNaK2dXVZdEJ0hzzbbtWq+U3v/kNAH/729+Er2/gSLPa2lpSUlLIz88XFrpOp+Nf//VfkWWZU6dOiUHUyjY4Pj6e9evXDyt//fe//71wEUybNo2wsDDi4uLYtWuX2I57eHgwffp04uPjhRtjKBwcHLjzzjtpa2vDxcWFuLg48vPz6enpEe2I09PT8fT05Jlnnhn27mgwlGyWgwcPWt23fv16QkNDcXNzEyJvMBg4e/Ysp06dGnSaz1A4OjpaWOnKd+jt7U13dzcvvPACOp2OTz/9lIqKCqKioqioqLDob+7g4EB3d7dF++SBqNVqXF1drSqP4fs2zMo5oKReDoVWq2Xu3LnMmjULOzs7fv/73wPfB9zNn19x982aNYvs7GyL5zW/X8n6Md9BKK6hqKgoVCqV1YKj8LOf/Yy///3vInng0UcfRa1WExERwaVLl+jt7UWSJKZOnYpareYPf/iDeOzkyZMpLi7GycmJyMhI4cpS3JHm7XzNWb58uZjLAP1+/4KCAu666y6CgoJobW3l7bffxmAw4OXlJbLgFNzd3XFxcaG8vJzZs2cTExMjjD+9Xi/abSsxCXNiYmKoqqpizpw5zJ8/H0mSqK2tFZ1hc3Nz6e3txc/Pjw8//BDoP8/i4+OJi4ujpqZGTDZzc3OjqqoKnU436sJBSZIuyLKcMNh9t3T7AbDMoXV2dmbhwoV8++23FimSGzduxM7OTqyoly9f5vLly3h4eDB16lQWLlw4ZFMgpQHSYJgvGOa+fvMV2tvbW/zc0NAgCkGmTp0qts+9vb383//7f4UPH/oLi5RBvmlpaXR0dLBs2TICAgKuKvKOjo5C3KOiokQ74/vuu4/ly5dTWFjIhQsXRIvW2bNn8+yzz5KVlUVJSQmrVq3i+PHjFpk/5u2EMzMzLaoGKyoqcHV1pbW1lW3btuHj44NKpSI8PBw/Pz+r1rAD0ev1fPXVVxQWFlr4mweyZ88e4R+eMWMG8+fP5+9//7uVIEZGRlJTUyNSVAdepH5+frzwwgviM+zt7aW4uJjPPvuMzs5OXFxcKCsr4/Tp0/j5+VFRUcGGDRtwcnKio6ODtLQ01Go1s2fP5g9/+AM+Pj4iAGfuM1dmnTY3N+Pg4MAjjzyCs7OzRZfPP/zhD+Jng8HAsmXLLKZwubq6YjAY8PDw4OGHHxa7TfPFxNXVlbvuuou0tDQiIiKYPn06r732GlFRUdx9993MnDmTv//970C/MWIe55k9ezaJiYlkZmZy9uxZmpubMRqNzJ8/n5UrV9Le3k5eXh6xsbEUFBRYuKzs7Ox48MEH2bdvH9OmTRPBfWBQd6ZyDri5uXH58mVMJhMLFixg6tSpQtz1ej2SJAlhnzFjBnZ2dsL4KCwsZNGiRVy5coUzZ86wcOFCi2Hh+/fvp7e3V7RUMF+0lHOhvb2d0NBQcnJyRC68Mlrv5MmTQL+L9MqVK7S2thISEiJqXNzc3Dhy5AipqakWtStD0dXVZTGTeDDc3NzEDmKsueXFfSCzZ8+mpKSEiooKcbF9/vnn/OQnP+E//uM/OHDggOi+2NzcTHJyMsnJycyZM4eFCxda9EHv6+u75uxGBfPFwdx6NS+kMB/MYT52SxEg86lJysVy99134+DgwKlTpygoKMDNzY2AgADs7OwICAigubnZ4ridnJxEJsfAwiR3d3dmzZrFzJkzhYtI6XUN/Za+Wq1m1apVnDhxgmXLlrFnzx5UKhUuLi7k5+dTXFxMSEgI/v7+nD17lnnz5rFy5UqOHz9OcnKyWBSUFFVnZ2cxeUan0/Hhhx8iyzITJ05k/fr1vPvuu1YXiUqlIioqiubmZvR6vWhfq3xWaWlpVsMtJEnCwcGBnp4eIdKKayw8PBxvb28aGhpYsWIFubm5YgSd+fdtMBgwGo2iz31VVRWurq786U9/YsGCBSxfvpzFixcD/W1v7e3taWtrE4v8/PnzKSsro7Kykp/+9KdIkkRRUREREREWbri+vj7y8/MtFqbJkyczZ84cC3Fvb28nJiaGBx54gI6ODnbv3k1DQ4NVoDAqKkokDDQ2NtLT00NkZKSwYJ9//nnRHuPAgQPCL+zg4CBK9efMmUNTUxNqtVoE2ZVMr6CgIEpKSjhw4IAQTGUBf+WVVxgO5gOsn3vuOdrb2+ns7GT37t2sXbtWzC/Yvn075eXlTJkyhfXr11NRUSHEvbKyEoPBwIEDB2htbaWyspIXX3yRnTt3EhcXJ3YZZWVl9PX1WTQnc3Z2tmgvHBMTQ3BwMLNnz0ar1Qq3qXK+Kr1j1Go199xzD3fffTcqlYpDhw6Rk5NDa2srTk5OLFiwgKamJkwmE4mJiWRlZYl02sDAQBE/kCSJ7u5uNBoNWq2WwMBAysvLaWhouO7iw2tx24m7q6srzzzzjGhG1NjYyLZt2/jkk09YsmSJcB988MEHFnMiU1NTyc3NZd68ecyePRu1Wk1ubq54Xq1Wi6Oj45Crtbnlbi4Y5r59ZVtqbqErDLzNxcUFvV6Pvb09K1euZO7cuZw6dYri4mJqa2tpa2sT5eipqancd999TJs2zcIvOlTHQkmSiImJ4Ve/+hV5eXm0tbVRUVHBpUuXyMrKws/Pj7lz5+Lv789LL70k/q6pqYnLly8THx+Po6OjRYaCsqvIzc3F3t5eLKAdHR3k5ORY1QhcuXKFjz76aNDPU+kzbo5arUaj0WAwGIRQKYu34h7r6uoSFnt7ezsqlQo7OzuKi4vR6XTMmDGD9957b8gCJpPJJIRRCVq2tbWhUqlITk6mqqqK8PBwenp6SE5OHnQYcmVlJdOmTUOlUqFWq5k4cSImk4mGhgbRJz8/P9/Kqly4cKFFfYRarWbGjBlkZmaSk5PDiRMnaGtrIygoyMKCrqqqIiUlhRkzZlBZWSkmPWVkZLB3716Rn9/d3Y23tzezZ88W4p6TkyP6GCUmJlqJTF1dHTt37mTFihVMmzaNoKAgcdy7du3C399fpFmeOnWKtLQ0wsPDaWhoIDExkcLCQgoLCzEYDGIBVKlUwj3xwQcfUFZWxrx588Ti9Mwzz9DX12eRpqnQ19fH7373O4vfc3JyLOIoCxYsYOnSpWRkZHD69GlxfT/yyCOUlJTg6elJaGio1ZQxjUbD5MmTxe8D89yVBfXOO+/kzjvvpLq6Gjc3N3GNKbtKxRCDfmNpzpw5Q+60IyIi6OnpGbfc91ve5z4cqqqqxNZ0kNdmsNdWcp09PT155ZVXxHZR6c88kMDAQBFAO3PmjCjfNu+LfuLECY4fP86qVassLGZzEhMTRU62JEnY29uzfv16q+ZTra2tvPHGG6Ital1dnbCOFUvnF7/4xaD9w4eip6eHAwcOiKZnjo6OrFq1iri4uBH3q2lsbOTYsWNcuXLFqqf2tVDE+mp+X/NhFiqViqlTp5KXl0dPTw8mk4kXXniBI0eOiKHOSraMj48Pq1evpq6ujoCAADGgWbkg/fz86Onpwd3dnZCQEGpqarjvvvs4evQoxcXFIkMrLi4OLy8vjh49anVszs7OdHd3M3HiRAICArhy5YpFNbJGo8HJyYm2tjbhxtm4cSM7duwQn5Varea+++4T2SgajYbHH39cVIz+9re/RZZl4at3dnamp6fHwp8eHR1NX18fly5dEoaMl5eXxcKi0+lQq9UsX76c+Ph4Ll68iNFoJC0tTew0JUli6dKlNDU1WfW32bRpE2lpaaL9tFqtFjnh0B/f6u7uFimo3t7eLFu2DDc3N3EtzZ49m7Vr1w56LtTU1IiOkuYosQ4vLy+amprEuaC0Zg4PD+fbb78V8atf/epX1xwb2dTURElJCc3NzWRkZNDR0YGnpyfx8fFUV1cTGhrK9OnTLZ7HaDRy/PhxTp8+jY+PDwkJCaKp2syZM7l8+TJLlizBy8tLBKUdHR1JTU2lubmZrq4uoqOjeeih60sqvJrP/bYQ99zcXCIjI4f0m0O/n3L//v0YjUZaWlro7OykqakJrVbLlClTrNq5Kjz66KPCRWIeCR+Ig4ODmJWo9P4AS3E/cOAAmZmZPPnkk7z77rtWz+Hu7s6LL74orJNJkyaJ3cOkSZOYM2eOuLjh+74aRqORpKQkUlNTLbai//7v/z5iq0CWZcrKymhvb+fo0aM0NzeLIcuTJk3C29vbKtPo448/FvnCJSUlrFmzhg8++MBqdwLWudxgnU8+sBAsKCiIzs5OWlpaRGVld3e3EP1nn32WoKAg/vSnPwlXzD/90z/h7OwsLKra2lpaWlpwdHTE09PTwnXW0NDAm2++KV6rsrKSu+66y6LuQaGsrAy9Xs/EiRNpb2/nz3/+sxAWpeXAhAkT8PT05OLFi+j1enQ6HcuXL8fHx4egoCBOnTpFcnKyxTxeR0dHnJycLLJpoqKiRMzn3/7t38TW3s7Ojj/84Q/09fURGxtLQkICe/bsQafT0dDQwJQpUyxa4SpZMt98842F/zcgIIB77rmH3bt3W2UQKcMrgoKCOHLkCM3NzXh6egqX3z/+4z/yl7/8BZ1Oh8FgYPr06cTGxorFIysri8TERNHA7y9/+YvVLk1ZoB0dHdm0aRMODg7CiOjs7KSuro7m5uZBW/AOZNmyZdTV1Yk+NMpwDWUnM2nSJFavXo2bmxttbW10dHSIaWOdnZ1cuXKF4uJiurq6rKZgARZuPnt7e5ydnVGpVGKxDw0NpaOjw2pHNtj5PvAzUGIc18NtK+4Gg4HTp09z8uRJpk+fzrp1666ZD22O0vfCZDLxwAMPoFarSUlJobS0lGnTpjF37lyRdnb27FlOnjxplYN+LZTiFaWgRqVS8dRTT4kiFPhezObOncvq1aspKSlBo9EwYcIEWlpaOHfunLgo3d3diY+PZ/HixVbWdHZ2tkUfm+FYK1dDCSBmZWWJgRKSJBEcHCz6Xx8/fnxYmSqKmBoMBiIjI636nChFL+Y9TCZPniy6Gg7MJlFExNfXFxcXF9zd3S0yQ0JCQli9erVF2uCVK1fYtm0bWq2WJ554QpSjNzc38/rrrwMI33x8fDzLli27ZkM188wo6K9oVvrmy7KM0Wi06EteUlLCRx99RHR0NO3t7RZxmGeffZYPP/zQYmFzdnZmw4YNFBcXW/QyUvDw8GDTpk1IksTbb7+NLMs8//zzaLVaURWpvE+TycTZs2dFfvgDDzxAZGQkdnZ2ZGRkcP78eaKiooiIiCAkJARJkujp6UGj0fDOO+9Y1JVER0eLqUx+fn4YDAaLrJ2goCDR58nf35/S0lI6OjoIDg4mNjaWpKQkK+Hz8/Pj/vvvR5Zl3n//favzytXVlba2NqvdtqOjI6+88opFgBqsM5Dc3Nzw8fEZNElCaaw2Z84c0Rm2tLSUiRMnsmHDBuzt7amoqKCwsJD29nZqa2vRaDR4eXnR0dEh9KOgoECkMnt7e9PT00NbWxsajQaNRkNQUBClpaXMmDFDJHKMJoX4thV3c/eHwtq1a0c0Xfz48eOcOHECSZJ44YUXcHNz4/PPPxfb+KCgIHp6eoY1MFqtVhMeHn7VDJvBULaY99xzD/Hx8YM+pqOjg+TkZLEj8PPzIywsTPhCFT7++GORzeLg4EB4eDgGg4GQkBCmTZt2zZmsCv//9s48OurryvOfV4tUVVKV9n1DCwgQSAiMEQ3IQGwwmNhxQtJxEif0pB23M0knmT7JSToz06dPp0/SneklId1ux3HSybgndhwb23EcOzYGE7CDLCyZVQjQhhYkhPa9lt/8UfWeq0olEItCobzPORxKvyqVbv3q97vvvfvu/d6pqSm+/e1vhxyLNKOZDbGxsZhMJsbHx9m5cydLly7lW9/6FkIIvF4vLpeLhx9+GIfDwUsvvaQ2Y++9914qKyupq6vj3LlzFBQUsG/fvmnaPenp6YyMjExzfFarlWXLllFSUkJhYSG7d+9WKoxms1k1r0hNTY1YlVpUVITdbqexsZFVq1axZcsWNaBOTU2pWLzMsgAiFssNDAzQ3t7OyMgIb7zxBj6fb9psTsa9v//979Pf34/D4aCqqkq19Lt06RKlpaXq+zxw4IAaBGTK669+9SuKi4sxDIOenh6Vr75ixQo8Hg+pqank5uby5JNPAu/v89x5551Ke0fKLMgNxaamJtLS0khPT2dsbGxaI+81a9aoQrB169Ypmw4ePIgQguLiYjo6OkImRZmZmUxOTtLf309ubi7t7e2kp6czNDSEYRgqDl1UVMTAwEDIoBKJu+++m5aWlpB6lGXLltHW1qaallRUVNDX18f58+eJjY3lT/7kT6ioqFBVqSUlJRiGgcfjwTAMfvSjH9Hb24vVauWee+5R1eoXL15kYmKC8fFxMjMzcblcTE1N0djYSF9fH+np6apaHvyD83333YfFYlGDc1tbG1u3biU/P5/W1lZycnJmLMS6EvPWub/zzjsRNVoeeuihkBnblRgfH2f37t3KaWzfvp28vDxeeOGFkJnV1WI2m0lPTycvL4/W1lYGBgYiznLj4+NZtWoV69evv+LKw+fzcfjwYU6cOMGFCxfwer3k5eWxfPlyKioq2Lt3rxoAIpGWlkZ8fDw5OTls2rRpWpri8PCwUiucKcf5SkTK/S4tLWX16tWq/P6xxx5T5za4E81vfvMbZf/999+vUjklXV1dKqRVUlLC2rVrMZlMNDc3c/DgQeWYw0M7l8tHDx+0wqUhpMOPjY2lqqoKIQQHDhxQIQXpuGw2G1/4whdoaWmhu7ubnJwcvF4vL730UsiAlJqaqpziyZMnQ2ok9uzZw9GjR1WKrkydlQOd5Lvf/S5jY2NkZmYqDRfwrxZSU1PJzs5WCQXS0RqGERJzD5a5sNlspKWl4fV66ezsVIOfzMkOPocWi4VvfOMbPProo6o6+0//9E9D9oUmJydVYZhhGDz++ON0dXWRnp6uqoZtNhsPPPAAP/nJTyJ+L7Nh3bp11NTUqO/2kUce4dChQxw9elTpuIA/bLJ161Y8Hg99fX0UFBTw+uuv09DQQF5eHi6Xi87OTi5duhTSwSmY8JWG2WzGbDZftudDMDJTxufzhfiBrKwsPve5z13mN2dm3jp3r9fLt771rWnH7XY7y5YtIzExkaqqqlmV03d3d1NTU8OxY8dwu93ceeedFBcXMzU1RV1d3Ywx+XBmKsAA/5dbUVGhGm5L5AwqIyODjIwMNm3aNCvNl4mJCd58802VfWGxWEhOTlYznW3btnHq1ClaWlpwuVyYTCbsdjuDg4PKMXz4wx8OUc588sknI5bSXw92u53PfOYzpKenc/HiRcxmM83NzWrjadeuXXg8HhITE6mtrVUbwpmZmTidTjZs2EBaWhqnT59maGgIj8dDbm4ux44d4/Tp0+rmCnbowTHSYKxWK9u3b6e2tpYLFy6watUq2traQgZxi8XCggUL1ApMhlR8Pt+0lctsVjOpqals2bKFgwcPMjQ0xF/+5V8q2YB3330Xu93O1772NcCfdfL6669jNpv54he/yJNPPkl2djb333+/er+amholLSyLqaS88H333TdtE72lpQWr1UpjY2PIKuOTn/wkhYWFNDU18fLLL+Pz+XC73dx+++2qH4IQgv7+ftrb21VacGxsLF//+tfp6+vjueeeo7S0dMY8bZm6+dxzz9He3q7CXY899hjJycm0t7dz22234XQ6GRkZ4Z133lENwR988EEmJiYibqgGIwffhIQEbDab6j8r60gkFouF1NTUkO9apkFaLBY1cw8meA9Lhlbg/Zx8wzCw2+1YLJaI11skfSL5nZlMJiorKyktLQ2pE7ga5q1zB39BUkpKCi6XS8Xfg5EVfA8++GCItvZMTE1N8dRTT01bfkZCxgCDCY/zpaenq/xlr9fLxMREiDOQYQeJTPmT7dDkDQaoWUMkFbsf/ehHl924AX+6nd1un5apk5mZqSrtwmPhM5GQkKA6/QTn7Etmqn6UF3peXh45OTkcO3YspNw9+GaQG6Kjo6PTZuLy/SoqKli0aBG5ubn8y7/8i0qN/Ou//mu+853vqN+Rm4G33347K1euJD4+nl/+8pe0trayefNmlVVRVFTExo0b6ezsVHn29957LyMjI+zZs4eWlhays7MpLy+noaGBqampaZuRZrOZJUuWKJu9Xi+bN2/m3//931m3bh133HGHkiWora0lLi6Ov/qrv+Ltt9/m9OnTqqpy06ZNrFy5kqeeeorKykpWrVrFyMgI//zP/wy8n363fPly1q1bp5QFpbMfGhpieHiY3NxcxsbGqKmpISUlRQ2q27Zto729nQULFlBWVobFYrnsBrxcVdhsNqqrqzGZTKxZswafz8eRI0c4f/48NpsNt9utQhh1dXXqGvZ4PLhcLrZu3YrFYlGxaYvFwq5du1QTk8bGRnWtLFiwQCUVJCQkEBsbGzFMs2bNGg4fPqx6vtpsNhITE0O6NsnOSLIWAvwDr8/nU71fKysryc/PZ+/evZw5c0YNRmNjY6qRtWEYnDx5ko6ODs6fP8+FCxfweDyUlpaSn5+v7q/ly5ezZcsWOjo6SEtLU1lYsbGx0/ZirpV569zHxsaUIl9fXx+FhYX09/fPmGaYnZ3N5OQkd91117RmucEYhsHvf/97uru7p6V+BTPT7DCYmJgYHn74YR599FEKCgqmzYrlMnnz5s1UVVXR19fH448/rhT0zGYzOTk5FBYWcuLECZXmJ4TA5/Px7LPPTsshvxautKsfTllZmcpMsFqtrFy5UlUa7tixg/HxceUwg5GzneAZb35+vioGOXr0qNJ0Wb16NcePH8dqtVJSUkJlZSUZGRk0NjbS2dlJRUWFcmgnTpxQxUdSzkHOjCN9tqKiIlatWsWrr74aMkAHb7rFxsby8MMPqx6h2dnZeL3ekKyshoYGJTyVk5NDZWUlZ86cUW34JPJaiY+PZ3R0lKVLlyrpYJvNRnZ2ttJpl7hcLiwWi8pQKSwspKurK6TvpxSiWr16NRaLhebm5mmDjdPpZHJykqmpKSWwF05hYSGf+MQnlO77iRMnlCaRz+ejoqKC8fFxlX0ikRWjPT092Gw2dX7kgFxWVobH4+HcuXNMTExEnMkGI18vBcTCK2MjIUNIU1NTfPnLX2ZkZISnn346RJa5qKiI5uZmDMPAZDKxfft2rFYrS5cujRgKfeaZZzh58iQrV67kgx/8YMhzvb29nDhxgvfee4/+/n6WLVtGdXW1WgH/3d/9HT6fb1qoai6Yt8792LFjShsimG3btjE4OKgyTMxmMykpKSEX9eU2LyWGYbB79+5pQlxXS3De9tmzZ1WcNByLxcKOHTvo7+/nrbfeory8nLa2tmmbucnJySouLC9gi8XC1q1beeONN6ZtOEJo+MBisajNuVdeeeWyN89M0sTBVFdX43K5sNvt7NmzR72fw+FgbGyMiooKzGazkiU+c+YMNTU1IcJcsbGxZGdnYzKZIoaFHnzwQUZGRqivr2fDhg1KxbC/v5+3335bqez5fD4sFgslJSVYLJZpS/MPfehDjI2NsX///oifS668Fi5cqGbQciVmt9vJycmhoKAAs9nMkSNH6O/vD3FW8fHxPPTQQzz77LO4XC4qKioYHh5WYmJyZns1A+nixYuxWCwqPi8H/vHxccrKypicnKSpqQnDMEhPT1ehBjkIDA4OKqcW7liTkpLU9S3VNDs6OlQuvhTBGxoaCgkBpaenh2QJpaSk0N/fr+QnMjIySEpK4p133glZmdlsNpVFE3xN2u12SktL1WRq8+bNrF+/nomJCaWjE0z4gL106VJuu+02dV243W6OHDnCq6++isVi4Zvf/KYKsWZmZoakFEfi2Wef5fjx40qO1+PxUFtby/nz55V8Ql5eHnfccce0Nnl///d/j8fj4YEHHmDRokWXlVW+Xuatc5+cnFQ54R/5yEdUY2Lw3xBJSUl0dHTQ1dWF2+0mNjaWFStW8M477+Dz+UhPT6egoIAlS5awYMGCkC/A6/XyzDPPzDpMcb2UlpbS1dWlBLrKy8s5cuQImzZtora29orZOvLGDY4RRiL4hnK5XKSlpdHS0hJS6Xk1LFy4kKamppAbLS0tjfLycsrLy4mJiVH533LZvXfvXgoKCti+fTtCCF555RWVPx7+98M/j7ypZVgovIORRBb1gH8FsGrVKsbHx9VG++DgIN3d3aSlpWGxWPje976H1+ulqqqKzZs3Y7FYaGhoUJkP9913H62trXR2dqpJQl5eHk6nU62cglczkZAVjYmJiYyNjTEwMHBZfRJ5zj72sY/xyiuvTAsBSqxWK5mZmUxMTKg9DblBajKZVEOI1NTUkOv5Ix/5iBLxkg3cZzrv4SFIWSkrHbzFYmH58uXqOu3o6MAwDLKzs1m1ahU1NTV0d3erFcxMQmnFxcVs376d5uZm9u3bR2Zm5rTBPtyxV1VVUV1dzdTUFG1tbdhsNkpKStT353A4+MQnPqEc/ac+9SlMJhMej4e2tjYaGhq4ePEieXl5pKam8t5779HV1cX4+DhOp5P169dTU1OjhAgzMjJwuVxkZmaqfZjU1FQ1qD3xxBNMTk6GSBbk5+fT399Penq6Uu3ctGmTujeuNWV53jp3t9vNz372M5xOJ3fddRf19fUkJyfz8ssvT5uVydiWvCgcDgdCiJAUrTvvvFMpvr322mshM/9IMy2bzRaiFFhVVYXZbA5p1TZb0tPT2bJlC319fTN2aYrETMUTs0FWwAaXh18LeXl5rFixgt/+9rcUFxerZspdXV20t7fz8ssvk5aWhsfjob+/n5ycHJXhkZ2dTVtbG7m5uaSmpnLx4kW1IR3uAGJiYnC5XEqky+Vy0dHRgd1uZ/PmzdTX16vmDV/5ylemzZik88vMzMRisYQ89+1vf5upqSlWrlzJ7bffTlJSElarlba2Nvr6+hgcHCQrKwuHw0Fzc7Mq8GltbeWnP/0p4A9H7d27l/HxcdatW0dRUREjIyPs27ePoaEhMjMzQ0ImkVZFkfYWroS8Pi0Wi3Lq58+fZ/HixWpm//LLLxMfH8/WrVtVrHvdunUsXLiQ2NhYMjMzGR4eZnJyUoUpent7GR4exuPxcODAATUDlx2YSkpKOHXqFC+88AJVVVWcPn06ZBKSm5tLfn4+brebpqYmFQuXjrCtrY3y8nKam5uV4NfJkydVrcFMISSZgCCL/DZu3MixY8dCVlGFhYVK20eeZzlgbdy4kYSEBF566SW1CkpJSaG7uxvDMHC5XHi9XkZHR6ddg3JwkquY2SKlu2UNi2yvCP69sA984NpU0uetc3/33XenVa/FxcXx+c9/npiYGHw+HxcuXFBlxadOnZpV2lJxcbGKf8p0p6uRlA3HbDYTFxeHx+MhLS2Njo6OGW9gp9PJ+Pj4rG7wK8nEXg3By/NIyMYR4E/dCg6pLFq0CJPJhBCCs2fPqhL74IEzLy8Pm81GeXk5ZWVlDAwMsH//fqXFIouy3njjDX73u98B/iIbh8NBTU2N2twaHR1leHiYzs5ONag6nU6VTy1nrunp6dxxxx0MDAwQExPD0qVL+eEPf0hfXx8OhwO3280999yjCo6kcw/GarWSl5c3LRYOKN2aqampkIFfipdJLZujR4+GhCUcDgdr1qzBbrfzu9/9TvVh3bFjB+fOnVMa6cHVoBIhBAUFBaSmplJfX68qT5OSkli8eDEDAwN4vV46Ojqm7QXFxMRgMplmXNXdc889OJ1Ourq6OHjwIOCv6kxISGDt2rWq+1PwOUpOTuYDH/iA+p34+HjVB8BsNtPY2Khi7/L3Iq0OpRO3Wq2Ul5dTX1/PwoUL2blz5zQ9mfDPlJ6eTnt7OyaTidTUVFJSUvB6vTQ2NoYMlJmZmezatYtf//rXIdLXcr/I6XSSkpKCx+MhKyuLF198MWS/LTs7m6SkJJKTk1m8eDG/+MUvlHDc+Pg41dXVLFmyhObmZl5//XV8Ph8rVqxQVevDw8OsW7cOs9msMpAaGhowmUwqueBamLfOXWYbhGO32ykpKcHn8+FwOCgvL+f48eOqk0xPTw9ms1ltGM018iIzm81UV1eTnZ3Nf/3Xf13z+8mioNnMuOUAEOmmCm7qEAmTyURBQQHd3d0hBUIyEyYmJoaenp6Ivx+eIpicnIzT6eTixYtUVlZSVFTEggULOHz4MD09PaoT1KOPPhoyW5Ozv7feeou/+Iu/UGG2+Ph4Dhw4gM/nIzU1lcHBwZA89vAZsLRn+fLlDA0N4Xa76ezsZOPGjfT09KjQSnZ2NpcuXWJycnLGEFdwfrPcVwC/LpDMsgmvZI6LiyMxMZGhoSGmpqaYnJxUM+7s7Gweeugh3G433/3ud5UWenC+tRCCzMzMkEFVnte+vr5ps9OUlBQcDocSCVuyZAkLFy5k7969IbZdaVAHf4grIyODgYGBy64QzWYzZWVlaoCyWq1s3ryZ3//+9xHDT5FqDywWC9XV1SpW3dDQoJqaB59ryUc/+lH2799PSUkJ9fX1jI+Pk5iYSHx8PEVFRSHZczk5OUxOTiotnvBzabVa2bZtG2fPnlVx9WBmSnud7SRLFhVKXaMLFy4wMjLCihUr2LJlyxV/PxLz1rm3trYqYfzrRaYnXc2SeDabjTMRHuoJ1pGJVmbKDnI4HEpH3uFwkJ6ezvnz56+odx18s8bFxbFkyZKQwXr9+vXU1dUpZxSuAhnuAIOXzGazmdHR0ZCbMbgHqBTMkvnG8L4+f3JyMsXFxbz77rsqsyIzM5P4+HiGhoZwuVzExcXx1ltvqYrTYGJiYli+fDlHjhxRqxxZWNfb28ubb76pNiv37t1Lbm4un/3sZzl37hwHDhygra0Ns9nM2rVr1Sy6srKSHTt20NXVhcPh4MUXX6SlpYU777yT/Px8lVL59ttvExMTwxe/+EWVSnro0CH27dsX0h4Q4FOf+hROp5OGhgaOHTtGb2+v2pfq6OjAbDZz6dIlRkZGQq5XObgPDg7OeL/MdG8kJyerwWSufE94D2KLxYLdblerrYsXL87Z3w5HpoFebhImw4jX+P7zs1lHcJcViYw7yhLm8Jl5TEwMGRkZLFu2DLfbrfo7trW1Ybfb1aZXbW3tFWfFcgk+GxITE0lJSWFiYoLOzs5ps90b4divJkxjMpnIz8+ns7Nz1p9BOvacnBxWr16twkdSaEwIQU9PT8Q4qbzI5UYWoBy7lPINH+CdTidbt25FCMGePXvwer0sXbqUHTt20NjYyPPPP8/tt99OXFwcPp9PabwHf+fBKxapz52QkMDAwID63MHfc0pKiiqq2bhxI+DfW5H2x8fHq43fdevWUVBQwBNPPAH4S9wrKyvJysoiJiaG6upq3nzzTfr6+lR5eWpqqhL1kqmjJpNJyS7IgcblclFcXKycu2wbJ5fvcg9JNv+WHX3Wrl2Lx+PBarXS1NREbGwst912m2rsXFJSolrISRkC+RkrKipITExUbeSksF5aWhrDw8NKyXJ0dJSpqSk8Ho+aza5evVqdV5/PR0dHh+pNa7FYiI2NVWJ9wSxdulTJBsgBO9jxXq6yeCakY5fv5fF4GBsbU/dcYmIiXq9XhUjlPkPwQBW+0i0uLiYrK4vDhw/jdrsxmUykpKRQUVGhUrHj4+Pp7u6mq6uLqakpduzYQVlZmQrfvPDCC+qcDgwMYLfb1TUzF9zSzj2SnK3H41FxviVLljA5OcnQ0BCLFi3i8OHDjIyMcP78+ZBGtuBfegY3ALZarcTFxTE2NjZjnPJKM9NgBgYGZszsuFFcTfzd5/OFZEdEIjk5mZSUFM6ePYthGGo/oKOjQ216JicnY7PZpm1eulwubDabcvQyJh98Ay1YsACr1crg4GDE0ICswhRCkJKSwvDwMJs2bVIzSvAPDIcOHVKNEMDvoD/2sY9x5swZRkZGKCkpUUVkn/70p7Hb7fT393Py5Em1YXj06FHcbjeXLl1SwlpJSUmqaMbpdJKWlsbAwAC9vb0sXryYbdu2hTiizZs3hwiNuVwu2trayM/Pn1YlLQtnwN9cuq2tjbKyMjXIy0Yy8txdunSJ06dP09nZSW9vr4rj19fXMzQ0REpKCkNDQ7S2ttLf3x+S2WK1WrFYLIyPj4eIVK1Zs4bk5GSysrJ47rnnQmLMFosFl8tFUlKS2nOQ9qanp/PII49w6tQpnnnmGTIzMxkbG6O7u5v4+HgV4jKbzXzoQx9i0aJFvPbaa9TV1VFdXU1paSk//elPWbRoEffff7/S6P/JT37C0NCQivM///zzuN1utQpIS0tj8eLF9Pb2snr1alXlnZiYyM6dO2ltbWXfvn1qLyLYOQdPpuR9KCcrwROO4O8H/Fl3q1evJiMjA5vNxoYNG+jt7VV9doNlH+S1+oMf/IBLly7hdDqpq6vD5XKRnp6ummXLyUF8fLxSoZwLbumwDPgrSvft2xexD2jwFyyEoKysjJUrV6qcVdndXT4ffC7kz1dKLfxj4lpSJSVSYwTeV0s0mUzExMTMeH5TU1Nxu91KUCqY4JBMYmIipaWlTE5OUl9fT1FREQ8++OBV2SfVHTdt2kR5eTldXV2qFF5WPTY1NV12FrlmzRq8Xq/K2U5ISOCf/umfWL16NYWFhUrcyuFw0NPTE3IupeDd008/Pa0he/B5T0hIYMGCBUqrSGrHS+cl1RgTExPJy8vD4/Fw/PhxpQ4pU/8AvvrVr6pmE1NTU6rTlxAipJ2j2+2mtraW2tpapcuya9cuurq6OHv2LMePH6e/v5/MzExVTLhlyxaVBguolcndd9+tuj7t37+fmJgYtmzZwuDgIL/+9a9pbW0lKSlJqVIWFRXxyiuvMDY2pmScpfjWnj17mJqaYu3atcTHx1NfX8+lS5dYvnw5ZWVltLe3c+DAARwOh2rAMjY2ht1uJyYmhsHBQYQQKpVU7mGNj48zNjamzrlMAw0O5QEq48pmszEyMqJWdqOjo1dVx3A5PfsrMW9j7sG8/vrrHDp0iOzsbJVPKrM7wgkfbSNhtVqJj4+/7gKmaEAKOM1mZi+X5KOjo9eVHikJ31u43LmXWTbBWjGRMpWCB+JIoSi73U55eTlZWVkkJSWRlZUV0ikrEo8//jidnZ3cd999LFy4kLq6OlasWMH58+dVt6qmpiYyMjIYGRlhdHSUxYsXk56eHrJpF54eG47L5cJqtZKTk4PP5+P48eOqWvbNN9/E4XDQ0tLChg0bWLlyJbt378ZqtbJz5061ud3U1MTbb7+tpBEqKioYHBzEbrfPSj5WNvr40pe+hNPpvGwJvByEhRA0Njby85//nNzcXAzDUKs3i8Wi9M1NJhO9vb1kZ2fj8/nIyckhISGBpqYmWlpaWL16NTabjbq6OjUohe/lhE8iZGjmq1/9Kl6vl//8z/+kr6+PjIwMKioqpinDzkRSUhKDg4MhTe2Li4sZHx/n4sWLqvlHbGwsw8PDISEk+dnAf3253W61QnC73TgcDiUvEo6sO5iYmMBqtZKQkKBWxfHx8SxbtuyaG8vPa+cuU80OHjyoqufuuusuysvLOXTokOoQA/7c1/HxcVUdKlPiwrMsnE4n/f391zRTjaQ3E40kJSXh9Xrxer1MTk5edW711TAbcS154xiGEdJhaTbnP1xtT+qSyPeRfWHb2to4ffo0ZrOZtLQ0Kioq1HnYt28f3d3dShNF5o3LLCdpR2xsLLGxsSokl5aWpnK7169fr8InwSvGBQsWMDU1pWSJw2f/4QNgdnY2U1NTZGZmsnDhQux2O+fOnaOurm7a/khubq7Kqfd6vVy4cIHh4WGGh4cZGBjA4/GwYsUKbDYbra2t5Ofn8/jjj4e0vUtNTVUdgiYmJrhw4YJqCjI6OkpycjKbNm0iJiZG5chLZLZN8HccSWIinIyMDEwmExcuXMAwDKxWK06nU6Wq2u12Ll26FJISunPnTvbv38/Q0BCFhYUhBVkJCQmMjIyoyV1lZSUnTpxQMe4NGzZQU1OD3W7n4sWL5Obm8uEPfxiv16sce2ZmJjExMXi9Xg4dOhSi+fTZz35W6eJLZNqpzIQSQuB2u/nxj39MT08Pu3btYnh4mNraWmw2GzabjeHhYRXCklXDy5YtCxGGuxrmrXN/7733eP755yM+FxsbS0ZGhrppZNFBeXm5asVWXl7OxMSEygbo7e1VBUTXE4KYL8jZitfrvSHZBcGbqvL78Hq9FBcXq0yO0dFRJfYU7hxMJpNy/vP5+7mcU5QDWbgA3Vz8rXD+EOdcCEFycjJ5eXmcPHkSt9sdYp9sCXjq1Cm6urrwer3k5+fzwQ9+kJ/97GczrjiDP2dcXBwul2taKuSVMJvNqjeunDzIgdpqtarmJpHOqay7ycjIwGw2k5qaqhRolyxZotvshdPe3s4zzzxDbGws8fHxWCwWEhMTaW1tZXR0lMTERHw+H93d3Ve8KPPy8khOTp4mFBYptzYaSUhIwDCMm7JqkBezXL7Lf1eb5XCrExMTo3RdZHOSpKQkRkZG1MA00x7PTMeuFfldXC72GzxYBn8GIURIqCuSXeEVmjabjcWLFzM8PMz58+fV53Q6nZSUlNDU1MTg4OC0AeJ6P7OUEKmvr7/lrjepCpmfn3/Ve0RB7zE/UyFra2uVM4ukvTIxMaG0G8C/hFyyZImS0m1ubsbhcDAwMBAxg0Z2ar8VnPtsMnesVquKEd7IGZi8OaNtJh0p1AOz23O5FoIbVEuGhobUjC44bGGxWFQhmgz/zOTsZWrv1Zzf2b7WYrGEOEWZQiyEoLCwELvdTldXF/39/cq+lJQU7HY7Y2NjKktpfHw8Ys+D4eHhkPBGcLjKMAwlTHatTn6m1NvLITdR09LSWLhwIVNTU8TFxTE8PIzFYmHZsmU0NDSwf/9+1q1bh81mw2634/F46OjoYHx8HMMwGBsbU/UU0kcEf8+xsbEq1CXF4uQ1KVfDHo/nqrLurupz3soz9wMHDrBv3745sMjP1ep8yHTK4BmN1Ge/2gIpjeZqSE1NBfwTGo/HozZ1zWaz6hYVKY/8ZiCEUI21wb8K8Hq9KtQhtc5lCE8eC3+P8AE7KytLad7LOP5rr71GYmIi2dnZ6vVZWVl0d3ermhNZ1ZqTk8OZM2fUYCf3DeRqQ+rOyCwZmSbtcDjUfk/woBqeaSdXdsnJySrLq7Ozk5UrV87Y7GQW53J+hmV27949rShiPhENN6JGo5lb5qpC9cr956KY6+kafisg49gajWb+cqPE/8K5pT3HtXYMv5WItji2RqO5scxVuPaWdu7X239Qo9FobjZXU816NdzSzn2+h2U0Go3mWrmlnXtNTc3NNkGj0Wiikjlz7kKIu4UQp4UQZ4UQX5+LvzFXGxEajUZzqzMnzl0IYQb+DdgGLAUeEEIsnYu/pdFoNJrpzNXM/XbgrGEYTYZhTAFPAffN0d/SaDQaTRhz5dxzgOBa/vbAMYUQ4nNCiFohRG0k6QCNRqPRXDs3TVvGMIwfAj8Ef4XqtbzH3/zN39xQmzQajWa+MFcz9w4gL+jn3MAxjUaj0fwBmCvn/g6wUAhRKISIAT4OvDhHf0uj0Wg0YcxJWMYwDI8Q4gvAq4AZ+LFhGCfm4m9pNBqNZjpzFnM3DONl4OW5en+NRqPRzMwtXaGq0Wg0msho567RaDTzEO3cNRqNZh6inbtGo9HMQ6KizZ4Q4iLQeoWXpQK9fwBzrodotzHa7QNt441C23j9RLt9AAWGYaRFeiIqnPtsEELUztQrMFqIdhuj3T7QNt4otI3XT7TbdyV0WEaj0WjmIdq5azQazTzkVnLuP7zZBsyCaLcx2u0DbeONQtt4/US7fZfllom5azQajWb23Eozd41Go9HMEu3cNRqNZh5y05y7EMImhKgRQrwnhDghhPjbwPFCIcThQGPtpwOSwQghYgM/nw08vyDovb4ROH5aCLF1Dmw1CyHqhBAvRaONQogWIcQxIUS9EKI2cCxZCPGaEOJM4P+kwHEhhPh+wJajQoiVQe/zmcDrzwghPnMD7UsUQvxSCNEghDglhFgbZfaVBs6d/DckhPhyNNkYeO+vBO6V40KInwfuoWi7Fr8UsO+EEOLLgWM39TwKIX4shOgRQhwPOnbDbBJCrArcf2cDvyuux94bhmEYN+UfIID4wGMrcBioAn4BfDxw/D+ARwKPPw/8R+Dxx4GnA4+XAu8BsUAhcA4w32Bb/wfw/4CXAj9HlY1AC5Aaduwfga8HHn8d+IfA4+3AbwLnvwo4HDieDDQF/k8KPE66Qfb9FPjzwOMYIDGa7Auz1QxcAAqiyUb8bSqbAXvQNbgrmq5FYBlwHHDgV5x9HSi52ecRqAZWAsfn4v4AagKvFYHf3Xajr8tr+tw324DAyXEA7wJr8FeEWQLH1wKvBh6/CqwNPLYEXieAbwDfCHov9bobZFsusBfYDLwU+JvRZmML0537aSAr8DgLOB14/BjwQPjrgAeAx4KOh7zuOmxLwO+URDTaF8HeLcChaLOR9/sSJweurZeArdF0LQIfBZ4I+vl/AV+LhvMILCDUud8QmwLPNQQdD3ndzfx3U2Puwh/uqAd6gNfwzyIGDMPwBF4S3FhbNd0OPD8IpDCLZtzXyb/iv0B9gZ9TotBGA/itEOKIEOJzgWMZhmF0BR5fADLCbQyzZa5sLAQuAj8R/tDWj4QQcVFkXzgfB34eeBw1NhqG0QH8H6AN6MJ/bR0huq7F48AGIUSKEMKBfxacRxSdxyBulE05gcdzaes1cVOdu2EYXsMwVuCfHd8OLL6Z9oQjhNgB9BiGceRm23IF1huGsRLYBvx3IUR18JOGf0pxs3JeLfiXxI8ahlEJjOJfBitusn2KQLz6XuCZ8Oduto2BmPB9+AfLbCAOuPtm2RMJwzBOAf8A/BZ4BagHvGGviYrvOphotOlGEBXZMoZhDAD78C8rE4UQskNUcGNt1XQ78HwCcIm5bca9DrhXCNECPIU/NPO9KLNRzuowDKMH2IN/oOwWQmQFbMnCvzoKsTHMlrmysR1oNwzjcODnX+J39tFiXzDbgHcNw+gO/BxNNt4JNBuGcdEwDDfwHP7rM9quxScMw1hlGEY10A80El3nUXKjbOoIPJ5LW6+Jm5ktkyaESAw8tgN3AafwO/mdgZd9Bngh8PjFwM8Enn8jMOK+CHw8kB1QCCzEv8Fx3RiG8Q3DMHINw1iAf7n+hmEYn4wmG4UQcUIIp3yMP2Z8PMyWcBs/HcgKqAIGA8vTV4EtQoikwCxxS+DYdWEYxgXgvBCiNHDoA8DJaLEvjAd4PyQjbYkWG9uAKiGEI5CNIc9j1FyLAEKI9MD/+cCH8SciRNN5lNwQmwLPDQkhqgLfy6eD3uvmcrOC/UA5UAccxe+M/nfgeBH+i+0s/uVxbOC4LfDz2cDzRUHv9U388frTzNFONbCR97NlosbGgC3vBf6dAL4ZOJ6CfyP4DP6sheTAcQH8W8CWY8BtQe/13wK2nwX+7AbauAKoDXzXz+PPNoga+wLvHYd/ZpsQdCzabPxboCFwv/xf/BkvUXMtBt77d/gHnfeAD0TDecQ/YHcBbvwryc/eSJuA2wLfyTngB4QlD9ysf1p+QKPRaOYhURFz12g0Gs2NRTt3jUajmYdo567RaDTzEO3cNRqNZh6inbtGo9HMQ7Rz12g0mnmIdu4ajUYzD9HOXaOZJUKIPw/odv/ZzbZFo7kS2rlrNLPnI/j1hT56sw3RaK6Edu6aP3qEEMuFEK1CiEciPPcfQoh1gR8P4xeYOhz+Oo0m2tDOXfNHj2EYx/ALw306wtNVwO8Dj+Pxa6ck/IFM02iuGe3cNRo/PUBZ8AEhxBKg0TAMrxDChF/l8NPA/UII802wUaOZNdq5azR+vgPECiEKgo5tw990Avyx9vcMw2jBr3i4+Q9rnkZzdWjnrvmjRwixDb/k768Jnb1v5X3n/kne13r/eeBnjSZq0ZK/mj9qhBA2/Hrn9wJ/BowahvGPgR6g+wzDWBNoJtMBjODvpWsCnEC2YRjjN8l0jeay6Jm75o+d/wn8LBBuOQYsCxzfhL/LEfgd/28Mw8g3DGOBYRj5wK+AD/6hjdVoZot27po/WgKt/+4C/jVwKNi5B8fbP4m/N20we4BPzbGJGs01o8MyGk0EhBDvAmsMfzNqjeaWQzt3jUajmYfosIxGo9HMQ7Rz12g0mnmIdu4ajUYzD9HOXaPRaOYh2rlrNBrNPEQ7d41Go5mHaOeu0Wg085D/D7Hi8qFvJeyiAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()    \n",
    "for obj in spec_cat:\n",
    "    filename = obj['col1'].rstrip('.tab') + '.ascii'\n",
    "    spec = Table.read(f'{filter_path}/GunnStryker/' + filename, format='ascii')\n",
    "    ax.plot(spec['col1'], spec['col2'], color='gray')\n",
    "    \n",
    "ax.set_xlabel(r'$\\lambda/\\mathrm{\\AA}$')\n",
    "#ax.set_ylabel()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot filter corretion relations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "from kuaizi.utils import filter_corr_gunn_stryker"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Calculating synthetic magnitudes based on Gunn-Stryker catalog\n",
      "Deriving the filter correction between HSC and DES in 2 bands: ['g' 'r']\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x576 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "surveys = filter_corr_gunn_stryker([hsc, decals],\n",
    "                                   n_terms=4,\n",
    "                                   x_upper_lims=[1.8, 4, 4],\n",
    "                                   y_lim=[-0.05, 0.33],\n",
    "                                   skip_calc_mag=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Calculating synthetic magnitudes based on Gunn-Stryker catalog\n",
      "Deriving the filter correction between DES and HSC in 2 bands: ['g' 'r']\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x576 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "surveys = filter_corr_gunn_stryker(\n",
    "    [decals, hsc],  # change the order of two surveys\n",
    "    n_terms=4,\n",
    "    x_upper_lims=[1.8, 4, 4],\n",
    "    skip_calc_mag=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 348,
   "metadata": {},
   "outputs": [],
   "source": [
    "func = np.poly1d([0., 0.002, -0.006, -0.008, 0.002])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 350,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.014146"
      ]
     },
     "execution_count": 350,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "func(1.3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Then you can open a catalog and calculate filter corrections based on their color"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
